# Can do the user's kind of task (`work.capability`)

Feedback Bench, coding agents, built 2026-10-19, window 2026-08-31 to 2026-10-18. Web page: https://feedbackbench.com/coding-agents/#/criterion/work.capability

Area: [Doing the work](https://feedbackbench.com/coding-agents/criteria/work.md)

**Definition.** Whether the agent, with its models, succeeds at the user's kind of task: its size, complexity, language or domain, including building a whole feature in one go or failing at it. The post names the task or its size but no narrower failure behaviour.

**Boundary.** Not this: see [Frontend and visual UI output](https://feedbackbench.com/coding-agents/criteria/work.frontend_ui.md) for visual UI work and [Diagnosing and fixing reported bugs](https://feedbackbench.com/coding-agents/criteria/work.bug_diagnosis.md) for fixing a reported bug. Not this: see [Quality got worse or better over time](https://feedbackbench.com/coding-agents/criteria/models.quality_drift.md) for a change over time. Not this: see the other work.* and verify.* leaves when a specific behaviour (looping, scope, false claims, breaking code) is named. Not this: see general.unspecific when no task is named.

Rated user-weeks, all agents: 15665. Complaint share: 36%.

## The brief

Written by large language models from this page's numbers and the posts it quotes, then checked: every number in the text is in the build. Interpretation, not measurement.

Claude Code is best at doing users' kind of task, with Devin next. Users describe Claude Code building complex parts of a project from scratch, and some call it the agent to have for technical work. Users rate this criterion more than any other of 63, and it makes up 18.3% of what users of AI coding agents rate. OpenAI Codex and Google Antigravity rank low, in the last two places. OpenAI Codex users write 44% of the category's complaints here, and Google Antigravity users write 14%.

### What separates the best from the rest

Users of the leading agents describe finished work: apps built and deployed over a weekend, games built end to end, and pull requests merged on the first try. Users of the trailing agents describe limits. They say the agent suits only light, low-complexity tasks, becomes unusable in a large monorepo, or fails at a task they have done many times. One user says they need a second model to fix its errors.

- **Ranks high**: [Claude Code](https://feedbackbench.com/coding-agents/agents/claude-code.md), [Devin](https://feedbackbench.com/coding-agents/agents/devin.md), [Pi](https://feedbackbench.com/coding-agents/agents/pi.md), [Amp](https://feedbackbench.com/coding-agents/agents/amp.md), [Factory](https://feedbackbench.com/coding-agents/agents/factory.md), [Cursor](https://feedbackbench.com/coding-agents/agents/cursor.md)
  - Claude Code, 2026-10-18, r/ClaudeCode (Reddit): “it has used exactly stripe in my project. the project also has a complex part of the ui and after it got pretty far into building it i checked what library it was using, nothing, made from scratch. i was impressed.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8ufrn/i_ran_claude_code_118_times_on_blank_repos_to_see/phgbk0t/)
  - Pi, 2026-10-17, @pidotdev (X): “@pidotdev thanks for your great work! with pi-durable, we can quickly build serverless harness applications on cloudflare. i built and deployed the app below over a single weekend, complete with authentication and a ui. [link]” [source](https://twitter.com/1554387348153982978/status/2111284780520116512)
- **Ranks low**: [OpenCode](https://feedbackbench.com/coding-agents/agents/opencode.md), [Zed](https://feedbackbench.com/coding-agents/agents/zed.md), [GitHub Copilot](https://feedbackbench.com/coding-agents/agents/copilot.md), [OpenAI Codex](https://feedbackbench.com/coding-agents/agents/codex.md), [Cline](https://feedbackbench.com/coding-agents/agents/cline.md), [Google Antigravity](https://feedbackbench.com/coding-agents/agents/antigravity.md)
  - Google Antigravity, 2026-10-18, r/google_antigravity (Reddit): “what "frontier" work are you actually doing with it? for context i'm working with a large monorepo with multiple micro services and argon is outright unusable.” [source](https://www.reddit.com/r/google_antigravity/comments/1x8x6nn/dont_worry_too_much_argon_its_genuinely_not_that/phgs710/)
  - OpenCode, 2026-10-16, @opencode (X): “@levi_d_ackerman @opencode both of these are only suitable for light and low-complexity tasks, and they struggle with large projects and complex tasks.” [source](https://twitter.com/1698375858271211520/status/2111101927031525878)

## How it breaks

Rule: A separate pass sorts complaints into failure modes. For each criterion with at least 30 complaining user-weeks, a large language model reads 150 complaint posts drawn at random and names 4 to 8 failure modes; a second large language model then puts every complaint post on that criterion in one mode, or in Other when it fits none. Modes are fixed once named, and new posts are sorted into them each week. A mode counts distinct user-weeks with a complaint in it, per agent; across agents, one user-week per agent. Modes do not change the labels or the Feedback Score. Examples: up to 3 posts per mode from different users, chosen and checked as receipts are.

The largest named complaint is a model that needs repeated prompting where a rival gets it right the first time. It makes up 22% of complaining user-weeks, and OpenAI Codex users write 57% of these. OpenAI Codex leads every mode but one. It has 59% of complaints about results that succeed only some of the time and 49% of failures on large or complex tasks. Claude Code comes second or third in each mode.

6021 complaining user-weeks.

| Failure mode | User-weeks | Posts | Agents (user-weeks) | Definition |
|---|---|---|---|---|
| Needs many iterations where rivals one-shot | 1353 | 1457 | OpenAI Codex 766, Google Antigravity 184, Claude Code 173, OpenCode 104, Cursor 80, GitHub Copilot 15, Devin 9, Cline 8, Factory 3, Kiro 3, Pi 3, Amp 2, Zed 2, Grok Build 1 | The user says the agent's model needs repeated prompting, or simply gets worse results than a competing model or a cheaper earlier version on the same kind of work; this excludes complaints that blame the harness rather than the model. |
| Fails on large or complex tasks | 816 | 860 | OpenAI Codex 399, Claude Code 188, Google Antigravity 90, OpenCode 53, Cursor 36, Devin 15, GitHub Copilot 14, Pi 9, Cline 4, Factory 3, Amp 1, Augment Code 1, Grok Build 1, Kiro 1, Zed 1 | The agent breaks down, gets lost or needs many review rounds once the task or codebase gets big or complicated (huge refactors, very large repos, multi-step hard problems); this excludes simple tasks and domain-specific gaps. |
| Weak in a specific language or domain | 756 | 809 | OpenAI Codex 315, Claude Code 195, Google Antigravity 121, OpenCode 61, Cursor 18, GitHub Copilot 16, Zed 14, Devin 6, Pi 5, Cline 3, Amp 1, Factory 1 | The agent does poorly in a named language, field or medium, such as blockchain, C++, low-level SIMD, CAD/3D, SVG, cloud DNS config, image analysis or esoteric languages, even when the task isn't large; this excludes general complaints that it is dumb. |
| Trivial errors on simple tasks | 560 | 583 | OpenAI Codex 192, Claude Code 163, Google Antigravity 83, OpenCode 61, Cursor 29, GitHub Copilot 12, Devin 10, Pi 4, Kiro 3, Cline 2, Zed 1 | The agent makes basic mistakes, hallucinates easy-to-check facts or burns hours on small fixes like a padding issue or a simple question; this excludes failures that are put down to task size or a specialist domain. |
| Cannot deliver whole feature in one go | 467 | 479 | OpenAI Codex 232, Claude Code 119, Google Antigravity 52, OpenCode 23, Cursor 21, GitHub Copilot 7, Pi 4, Amp 2, Devin 2, Zed 2, Conductor 1, Factory 1, Kiro 1 | Asked to build a full feature, app or spec end to end, the agent skips parts, delivers something generic or half-finished, or ends with nothing that runs; this excludes small edits and issues that are only about speed. |
| Inconsistent results on previously handled tasks | 393 | 403 | OpenAI Codex 231, Claude Code 65, Google Antigravity 41, OpenCode 29, Cursor 14, GitHub Copilot 5, Pi 3, Devin 2, Amp 1, Cline 1, Kiro 1 | The agent succeeds at a kind of task only some of the time or on some days, or fails at tasks it used to finish reliably; this excludes failures that happen every time. |
| Harness makes capable model underperform | 239 | 245 | OpenAI Codex 69, Google Antigravity 49, Claude Code 31, OpenCode 28, Cursor 18, GitHub Copilot 17, Kiro 10, Pi 6, Cline 5, Devin 2, Amp 1, Conductor 1, Factory 1, Zed 1 | The user blames the agent app or wrapper, not the underlying model, for failing at tasks the same model handles well in another harness; this excludes complaints about the model itself. |
| Outdated knowledge of tools and APIs | 55 | 56 | Google Antigravity 15, OpenAI Codex 14, Claude Code 12, OpenCode 12, Cursor 2 | The agent keeps getting current third-party services, APIs or platforms wrong because its knowledge is out of date; this excludes reasoning mistakes made on information that is current. |
| Other | 1890 | 1969 | OpenAI Codex 802, Claude Code 454, Google Antigravity 217, OpenCode 177, Cursor 89, GitHub Copilot 51, Zed 24, Devin 23, Pi 22, Amp 9, Kiro 8, Cline 7, Factory 4, Augment Code 1, Conductor 1, Warp 1 | Complaints that fit none of the modes above. |

#### Needs many iterations where rivals one-shot

- Google Antigravity, 2026-10-17, @antigravity (X): “@google presented ai for 10 years at every google i/o conference, yet @antigravity and argon 4 is so bad at coding compared to models from @openai and @anthropicai” [source](https://twitter.com/574444423/status/2111554090710802837)

#### Fails on large or complex tasks

- Google Antigravity, 2026-10-18, r/google_antigravity (Reddit): “what "frontier" work are you actually doing with it? for context i'm working with a large monorepo with multiple micro services and argon is outright unusable.” [source](https://www.reddit.com/r/google_antigravity/comments/1x8x6nn/dont_worry_too_much_argon_its_genuinely_not_that/phgs710/)
- Claude Code, 2026-10-17, r/ClaudeCode (Reddit): “i've found that i can only give it a piece of the architecture at the time and then it needs to be heavily qa'ed. it's closer to a junior programmer just out of school than it is an experienced coder.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8kfk3/llms_are_still_so_incredibly_dumb/phdguz3/)
- Google Antigravity, 2026-10-17, r/google_antigravity (Reddit): “but what i am experiencing is thatit can't properly detect the issues in my code base in a complex codebase how the over flow should be managed it introduces something new that is not relevant” [source](https://www.reddit.com/r/google_antigravity/comments/1x7qnlw/were_cooked/ph92b13/)

#### Weak in a specific language or domain

- OpenAI Codex, 2026-10-16, r/codex (Reddit): “opus 5.5 murders astra in any 3d modeling, go look at any 3d pelican test. i’ve also used it for hundreds of hours in this area and astra is just weak.” [source](https://www.reddit.com/r/codex/comments/1x7uasl/what_are_your_astra_use_cases/ph7er80/)
- Google Antigravity, 2026-10-15, r/google_antigravity (Reddit): “and they say that argon is able to do anything but it cannot even do a rather simple and correct motion design video while 6.1 sol on high with codex cloud can very easily do it in remotion. i'm amazed by how even the fourth major gen of google llm's is laughably bad.” [source](https://www.reddit.com/r/google_antigravity/comments/1x65fa1/great_just_as_i_cancelled_my_pro_subscription/pgte9dl/)

#### Trivial errors on simple tasks

- Google Antigravity, 2026-10-18, r/google_antigravity (Reddit): “you are crazy! 3.8 messing up a lot here. i have him implement and gpt to correct. there hasn't been a single time when he managed to implement anything without coming back with an error.” [source](https://www.reddit.com/r/google_antigravity/comments/1x97wfi/argon_best_model_ive_used_but_not_useful_for_pro/phjcc8u/)
- Claude Code, 2026-10-18, r/ClaudeCode (Reddit): “why do you want it to push back on you? that would be the last thing i want from a tool that i have to babysit because it gets things wrong all the time.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8vwad/stop_agreeing_with_me/phgbdvk/)
- OpenAI Codex, 2026-10-14, r/codex (Reddit): “sol could fuck up a free lunch. it's fucked up every project i've done then today i had it update my resume on a website (which it couldn't do even with the browser open and ready) so i used astra.” [source](https://www.reddit.com/r/codex/comments/1x5pue6/i_asked_astra_what_time_it_was_hes_currently/pgshitv/)

#### Cannot deliver whole feature in one go

- Cursor, 2026-10-15, @cursor_ai (X): “@handsomehank_ @cursor_ai and then from 60-70% to 90% it didn’t really build anything 😭 just copied things into folders and what not.” [source](https://twitter.com/256855996/status/2110521828435546244)
- Google Antigravity, 2026-10-12, r/GoogleAntigravityIDE (Reddit): “[link] i was trying to see if i could get fable-level results, y'know, with the sleek graphics, video effects, excellent bg music and all. i gave it some videos and gave it a really lengthy prompt. but what i got was quite hilarious. the music at least made me laugh.” [source](https://www.reddit.com/r/GoogleAntigravityIDE/comments/1x3wgwk/i_tried_to_use_gemini_38_on_antigravity_to_make/)

#### Inconsistent results on previously handled tasks

- Google Antigravity, 2026-10-18, r/google_antigravity (Reddit): “i tried a task i've done dozens of times today and it had no clue what to do... odd” [source](https://www.reddit.com/r/google_antigravity/comments/1x8y4ap/wth_is_happening_with_gemini_38_flash/phgs7m9/)

#### Other

- Claude Code, 2026-10-17, r/ClaudeCode (Reddit): “fr i dont understand how some people just dont read code at all for work? we have a very descriptive tickets and even then i find issues in code and logic all the time, and this is on fable5.1/opus5.5” [source](https://www.reddit.com/r/ClaudeCode/comments/1x80fas/how_do_you_actually_review_claude_codes_diffs/ph900mo/)
- Google Antigravity, 2026-10-17, @antigravity (X): “@antigravity u were really good for marketing, but coding still sucks” [source](https://twitter.com/2063490405539164160/status/2111581027466613160)

## Top requests

What users ask to add or change, most asked first. 377 user-weeks ask for something. Requests do not change the Feedback Score. Rule: A separate pass by a large language model reads every counted post and extracts what the user asks the agent or its vendor to add or change, with the criteria it maps to and a short normalised wording; it does not touch the labels or the Feedback Score. A large language model groups the wordings within each criterion (the first criterion the request maps to) into themes, and a second pass merges themes that ask for the same change under different criteria; a merged theme sits under the criterion most of its requests map to, and code counts it once. A theme counts distinct user-weeks that ask for it, per agent; across agents, one user-week per agent. Themes asked in fewer than 2 user-weeks, and requests that share no theme, are not shown. Examples: up to 3 posts per theme from different users, without slurs: whole posts of 60 to 450 characters with at least 8 words beyond handles and links, posts of at most 280 characters first, then the newest.

| Rank | Request | User-weeks | Posts | Agents (user-weeks) |
|---|---|---|---|---|
| 1 | Capability parity with competing agents | 26 | 26 | Google Antigravity 13, OpenAI Codex 9, Claude Code 1, Cursor 1, Factory 1, OpenCode 1 |
| 2 | Reliable work without babysitting | 12 | 12 | OpenAI Codex 8, Google Antigravity 1, Claude Code 1, Factory 1, OpenCode 1 |
| 3 | 3D modeling and animation via Blender | 11 | 13 | OpenAI Codex 7, Google Antigravity 3, Claude Code 1 |
| 4 | Better agent harness quality | 11 | 11 | Google Antigravity 8, Claude Code 1, OpenAI Codex 1, OpenCode 1 |
| 5 | Support for non-coding tasks | 10 | 10 | Claude Code 4, Cursor 2, Amp 1, Google Antigravity 1, Cline 1, OpenCode 1 |
| 6 | Built-in database viewer | 9 | 9 | Zed 8, OpenAI Codex 1 |
| 7 | Game development capability | 9 | 9 | Claude Code 4, OpenAI Codex 3, Devin 1, Zed 1 |
| 8 | Real-world benchmarks and comparisons | 9 | 9 | Google Antigravity 2, OpenAI Codex 2, Devin 2, Claude Code 1, Cline 1, OpenCode 1 |
| 9 | Correct output on the first try | 8 | 9 | OpenAI Codex 3, Claude Code 2, Google Antigravity 1, Cursor 1, Devin 1 |
| 10 | Fewer hallucinations | 8 | 8 | Google Antigravity 6, Claude Code 1, OpenCode 1 |
| 11 | Success on complex tasks | 8 | 8 | OpenAI Codex 4, Google Antigravity 2, Claude Code 1, Cursor 1 |
| 12 | Audio, sound and music generation | 7 | 7 | Claude Code 4, OpenAI Codex 2, Google Antigravity 1 |

### 1. Capability parity with competing agents

- OpenAI Codex, 2026-10-13, X search: OpenAI Codex, Codex CLI, Codex app (X): “@thsottiaux need a codex cli that is as good as claude code.” [source](https://twitter.com/1751197815567724544/status/2109917721781731529)
- OpenAI Codex, 2026-10-12, r/codex (Reddit): “we’re just asking for something as good as opus 5.5, nothing more” [source](https://www.reddit.com/r/codex/comments/1x3f5b1/new_model_anytime_soon/pfhz4xl/)
- Google Antigravity, 2026-10-07, r/google_antigravity (Reddit): “bro who cares about specific projects, your ide and models are way behind the competition by far” [source](https://www.reddit.com/r/google_antigravity/comments/1wyug9s/what_projects_have_you_wanted_to_build_with/pec4wpv/)

### 2. Reliable work without babysitting

- OpenCode, 2026-10-06, @opencode (X): “@opencode model should be super cheap if not free. unreliable, not optimized for work. capable of handling basic tasks like other 10 cheap models” [source](https://twitter.com/1754967357611495424/status/2107476363452268702)
- OpenAI Codex, 2026-10-02, X search: OpenAI Codex, Codex CLI, Codex app (X): “@filip_hood i feel codex cli is more powerful for some tasks. they should all perform the same.” [source](https://twitter.com/1556478229/status/2106082808774991977)
- OpenAI Codex, 2026-10-01, r/codex (Reddit): “if only it was more reliable. it makes so many strange mistakes, takes shortcuts that make no sense. :/” [source](https://www.reddit.com/r/codex/comments/1wv9ieh/gpt_61_sol_with_a_x20_account_we_get_nerfed_in_29/pd9vpw1/)

### 3. 3D modeling and animation via Blender

- Google Antigravity, 2026-10-06, @antigravity (X): “@adhidesign @googledeepmind @antigravity also expand on science and engineering skills. possibly 3d modelling as well.” [source](https://twitter.com/10354852/status/2107470484472500365)
- OpenAI Codex, 2026-09-15, r/codex (Reddit): “3d is literally what i need for my workflow the thing i like doing the least.. you know the part of work ai is supposed to alleviate, the parts you find tedious.. and for the record, it still sucks at it despite what people are saying or at least the version being hosted now is.” [source](https://www.reddit.com/r/codex/comments/1wg1zae/gpt6_sol/p9w67g5/)
- OpenAI Codex, 2026-10-11, r/codex (Reddit): “i wanna ad that, ai really only needs improvments in the 3d space, such as rigging/animating. astra still struggles with creating face models and humans, i think once big tech irons out these issues, aswell as some others, the next big things to tackle is audio. i feel audio and music is the last frontier that these compaines will come for” [source](https://www.reddit.com/r/codex/comments/1x340s8/codex_is_an_underrated_music_production_tool_ive/pfaav2c/)

### 4. Better agent harness quality

- Google Antigravity, 2026-10-06, @antigravity (X): “@adhidesign @googledeepmind @antigravity completely unusuable and can't compete with claude code or codex. if you just clone codex and give us 4.0 then this will work. otherwise there's no proper harness for work.” [source](https://twitter.com/1300421765408137216/status/2107435060253319678)
- OpenAI Codex, 2026-09-18, X search: OpenAI Codex, Codex CLI, Codex app (X): “@gohilhardy it would be good if inference is getting cheaper. and the coding harnesses still need more work (especially codex cli is still behind claude code cli).” [source](https://twitter.com/753242250/status/2100926904119214414)
- Google Antigravity, 2026-09-02, r/google_antigravity (Reddit): “i think google should focus on making an functional harness first place” [source](https://www.reddit.com/r/google_antigravity/comments/1w4t9pm/38_flash_guessing_we_will_get_39_flash_and_then_4/p7aw1o8/)

### 5. Support for non-coding tasks

- Cline, 2026-10-10, r/CLine (Reddit): “will it ever be possible to use it with agents that are not just for code? that is, for debugging my email or web search, etc.” [source](https://www.reddit.com/r/CLine/comments/1x0xnrk/introducing_cline_cloud_agents_beta/peye8c1/)
- Cursor, 2026-09-23, r/cursor (Reddit): “can't have a regular chat in 4.7, just want a chat, a conversation.” [source](https://www.reddit.com/r/cursor/comments/1wm9t0r/did_they_give_up_on_grok_47/pbk1u27/)
- Amp, 2026-09-07, @AmpCode (X): “@ampcode @thorstenball @sqs have you guys thought about this at all? not all my work lives in a git repo and i'd love to leverage the power of orbs with non-coding work” [source](https://twitter.com/1427083747506102282/status/2096762043810685256)

### 6. Built-in database viewer

- Zed, 2026-10-01, r/ZedEditor (Reddit): “i think it does not throw error if i try to read a table for which i have read only access. you can copy all features from dbeaver!” [source](https://www.reddit.com/r/ZedEditor/comments/1wtbk8d/tusk_a_free_tableplus_alternative_built_with_gpui/pd5n45h/)
- Zed, 2026-09-30, r/ZedEditor (Reddit): “dang it's missing one of the most important feature of a db client, "table and constraint editor" [link]” [source](https://www.reddit.com/r/ZedEditor/comments/1wuc43m/dbflux_an_opensource_database_client_built_with/pd3f5bk/)
- Zed, 2026-09-20, r/ZedEditor (Reddit): “wow! really nice project, mate! are you planning to include entity-relationship diagrams? something visual? can we contribute?” [source](https://www.reddit.com/r/ZedEditor/comments/1wlqx62/dbdelve_db_client_made_in_gpui/pb10os3/)

### 7. Game development capability

- OpenAI Codex, 2026-10-03, r/codex (Reddit): “it could make a mud and use ascii character "s" to represent a dragon, like trogdor. fast or fancy” [source](https://www.reddit.com/r/codex/comments/1wwkfgb/even_sol_is_frustrated_at_how_slow_it_is/pdn8w0x/)
- Zed, 2026-09-17, @zeddotdev (X): “@zeddotdev can you pleease support angelscript? 🥲 using it in a game engine” [source](https://twitter.com/1156314936622092289/status/2100412485425635624)
- Claude Code, 2026-09-09, r/ClaudeCode (Reddit): “beautiful! if only i could get it working so well with unreal engine or unity.” [source](https://www.reddit.com/r/ClaudeCode/comments/1wb2ksh/did_a_horror_game_with_fable_51_1_prompt/p8nnmku/)

### 8. Real-world benchmarks and comparisons

- Cline, 2026-10-04, @cline (X): “@cline i'd like to see ling run against the same repo task as kimi and deepseek. include retries in the result too.” [source](https://twitter.com/1898512810272763904/status/2106879011733537191)
- Devin, 2026-09-23, @DevinAI (X): “@morganlinton @vulcanbench would be very cool if you test out the fusion model on @devinai (so astra/opus 5.5/fable as lead, swe2 as implementer) on the benchmarks” [source](https://twitter.com/2039180837434834944/status/2102812949266018509)
- Claude Code, 2026-09-22, r/ClaudeCode (Reddit): “we need better benchmarks for that, because virtually none of the mainstream ones catch those real world use cases, but they're very very real.” [source](https://www.reddit.com/r/ClaudeCode/comments/1wnk74q/whats_the_point_of_fable_if_opus_55_is_stronger/pbfnupr/)

### 9. Correct output on the first try

- OpenAI Codex, 2026-10-13, r/codex (Reddit): “just an other pay plan! mate, improve the results!!! improve the executions!!!” [source](https://www.reddit.com/r/codex/comments/1x4p9tx/tobo_said_extra_usage/pgg1cw4/)
- Cursor, 2026-10-10, @cursor_ai (X): “hate it when i get errors @cursor_ai make it good in first try man ☹️ #neathack [link]” [source](https://twitter.com/1696198035817086987/status/2108974046000103854)
- Devin, 2026-10-04, @cognition (X): “@realbrucemartin @cognition we need stronger capabilities right now more than we need speed.” [source](https://twitter.com/1981270038817693696/status/2106617473390805345)

### 10. Fewer hallucinations

- Google Antigravity, 2026-10-16, @antigravity (X): “spend 20$ for argon but it's disappointed 😞, claude is best and chatgpt for architecture designing @antigravity improve this very hallucinating !!!!” [source](https://twitter.com/2069404847959322624/status/2111093120477941857)
- OpenCode, 2026-10-07, r/opencode (Reddit): “muse spark 1.3 it doesn't hallucinate much , but when it does it's quite a pain in the ass to deal with, using a higher planner will be good.” [source](https://www.reddit.com/r/opencode/comments/1wzrnj8/best_free_models/pee7pq0/)
- Google Antigravity, 2026-09-25, @antigravity (X): “@antigravity when you guys released gemini 4 plz don't releases don't late i can't and plz fix only hallucination i repeated you guys only fix hallucination i don't care other updates only care hallucination fix plz make model top in less hallucination” [source](https://twitter.com/1992194786040905728/status/2103614732448239628)

### 11. Success on complex tasks

- OpenAI Codex, 2026-09-28, r/codex (Reddit): “i don't need a frontier model, i need a more capable mid tier worker. like sol6 is too slow and methodical to do anything proper complex quickly. like these ais are still terrible at new hard problems.” [source](https://www.reddit.com/r/codex/comments/1wsgswz/5_things_openai_must_cook_on_at_devday_to_keep_my/pclydjj/)
- OpenAI Codex, 2026-09-14, r/vibecoding (Reddit): “hey claude, i mean codex. build the entire photoshop app for me. work autonomously till the end. make no mistakes. make it polished.” [source](https://www.reddit.com/r/vibecoding/comments/1wf3hvx/i_vibe_coded_photoshop_alternative_using_gpt6astra/p9nwhdx/)
- OpenAI Codex, 2026-09-03, r/codex (Reddit): “if it can complete the task i want it to and fuck up 50% less it would be worth it.” [source](https://www.reddit.com/r/codex/comments/1w6hvo9/gpt6_astra_pricing_is_kinda_insane_compared_to_56/p7n7c66/)

### 12. Audio, sound and music generation

- Claude Code, 2026-10-09, r/ClaudeCode (Reddit): “yeah i agree on this. it looks good but the stock claude sounds are ugh, terrible. please fix this and i bet it's gonna be so much better.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x1bomg/i_spent_1400_on_opus_55_to_build_my_permadeath/pesd4f7/)
- Claude Code, 2026-10-06, @ClaudeDevs (X): “@prasenx @claudedevs perfect example of claude screwing up sound effects. you could improve the models in this regard. check out the walking sound effects. c.c: @bcherny” [source](https://twitter.com/1601715429264744448/status/2107581095353147718)
- Claude Code, 2026-10-04, r/ClaudeCode (Reddit): “claude made the audio which is why this is extremely loud and unbalanced” [source](https://www.reddit.com/r/ClaudeCode/comments/1wx6mgn/claude_code_animation/pdvux6x/)

## Every agent

| Agent | Overall rank | Reading | Customer love | 95% interval | n | Praise | Complaint |
|---|---|---|---|---|---|---|---|
| [Claude Code](https://feedbackbench.com/coding-agents/agents/claude-code.md) | 1 | 1st of 13 | 0.698 | 0.682–0.715 | 4998 | 3750 | 1248 |
| [Devin](https://feedbackbench.com/coding-agents/agents/devin.md) | 2 | 2nd of 13 | 0.638 | 0.611–0.662 | 396 | 337 | 59 |
| [Factory](https://feedbackbench.com/coding-agents/agents/factory.md) | 6 | 3rd of 13 | 0.574 | 0.552–0.597 | 95 | 86 | 9 |
| [Pi](https://feedbackbench.com/coding-agents/agents/pi.md) | 4 | 4th of 13 | 0.562 | 0.535–0.588 | 221 | 170 | 51 |
| [Amp](https://feedbackbench.com/coding-agents/agents/amp.md) | 5 | 5th of 13 | 0.560 | 0.536–0.583 | 104 | 89 | 15 |
| [Cursor](https://feedbackbench.com/coding-agents/agents/cursor.md) | 7 | 6th of 13 | 0.522 | 0.496–0.551 | 904 | 625 | 279 |
| [Kiro](https://feedbackbench.com/coding-agents/agents/kiro.md) | 13 | 7th of 13 | 0.485 | 0.461–0.507 | 56 | 31 | 25 |
| [Cline](https://feedbackbench.com/coding-agents/agents/cline.md) | 11 | 8th of 13 | 0.483 | 0.460–0.505 | 66 | 36 | 30 |
| [OpenCode](https://feedbackbench.com/coding-agents/agents/opencode.md) | 3 | 9th of 13 | 0.445 | 0.420–0.470 | 1207 | 705 | 502 |
| [Zed](https://feedbackbench.com/coding-agents/agents/zed.md) | 8 | 10th of 13 | 0.444 | 0.420–0.469 | 71 | 26 | 45 |
| [GitHub Copilot](https://feedbackbench.com/coding-agents/agents/copilot.md) | 9 | 11th of 13 | 0.408 | 0.380–0.440 | 234 | 106 | 128 |
| [OpenAI Codex](https://feedbackbench.com/coding-agents/agents/codex.md) | 10 | 12th of 13 | 0.382 | 0.364–0.399 | 5857 | 3404 | 2453 |
| [Google Antigravity](https://feedbackbench.com/coding-agents/agents/antigravity.md) | 14 | 13th of 13 | 0.325 | 0.303–0.346 | 1419 | 657 | 762 |
| [Grok Build](https://feedbackbench.com/coding-agents/agents/grok-build.md) | 16 | Too few posts | – | – | 12 | 10 | 2 |
| [Conductor](https://feedbackbench.com/coding-agents/agents/conductor.md) | 12 | Too few posts | – | – | 10 | 7 | 3 |
| [Warp](https://feedbackbench.com/coding-agents/agents/warp.md) | 15 | Too few posts | – | – | 10 | 9 | 1 |
| [Augment Code](https://feedbackbench.com/coding-agents/agents/augment.md) | 17 | Too few posts | – | – | 5 | 3 | 2 |

## Posts

Receipts rule: Up to 5 praise and 5 complaint posts per area and 3 per criterion. Each is a whole post of 60 to 450 characters (700 for areas) with at least 8 words beyond handles and links, that judges the criterion, whose labels are all praise or all complaint, and that contains no slur. Posts that touch the fewest criteria come first, then posts of at most 280 characters, then the newest. A second large language model reads the first 3 candidates per slot and keeps a post only if it clearly praises, or clearly complains about, the agent on that criterion. Links and personal details removed by the source show as marks such as [link].

### Claude Code

- Praise, 2026-10-18, r/ClaudeCode (Reddit): “it has used exactly stripe in my project. the project also has a complex part of the ui and after it got pretty far into building it i checked what library it was using, nothing, made from scratch. i was impressed.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8ufrn/i_ran_claude_code_118_times_on_blank_repos_to_see/phgbk0t/)
- Praise, 2026-10-18, r/ClaudeCode (Reddit): “i got both, claude for technical stuff and codex for usage intensive work not particularly technical. regardless if you are developing 100% you need claude” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8wcgu/claude_pro_vs_chatgpt_plus_codex_which_is_better/phgi69n/)
- Praise, 2026-10-18, r/ClaudeCode (Reddit): “claude is always better at coding, but for general use, chatgpt is better than what i have experienced.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x6rdng/chatgpt_plus_vs_claude_pro/phh921d/)
- Complaint, 2026-10-18, r/ClaudeCode (Reddit): “why do you want it to push back on you? that would be the last thing i want from a tool that i have to babysit because it gets things wrong all the time.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8vwad/stop_agreeing_with_me/phgbdvk/)
- Complaint, 2026-10-17, r/ClaudeCode (Reddit): “fr i dont understand how some people just dont read code at all for work? we have a very descriptive tickets and even then i find issues in code and logic all the time, and this is on fable5.1/opus5.5” [source](https://www.reddit.com/r/ClaudeCode/comments/1x80fas/how_do_you_actually_review_claude_codes_diffs/ph900mo/)
- Complaint, 2026-10-17, r/ClaudeCode (Reddit): “i've found that i can only give it a piece of the architecture at the time and then it needs to be heavily qa'ed. it's closer to a junior programmer just out of school than it is an experienced coder.” [source](https://www.reddit.com/r/ClaudeCode/comments/1x8kfk3/llms_are_still_so_incredibly_dumb/phdguz3/)

### Devin

- Praise, 2026-10-17, @DevinAI (X): “@dominiconorton @devinai devin chose my fpl team for me, suggests any subs or transfers every week - result: im first in my league lfg” [source](https://twitter.com/1948445208594591746/status/2111491664078590154)
- Praise, 2026-10-16, @DevinAI (X): “got sol 6.1 on @devinai to create a tauri application in less than 30 minutes to help me manage themes on our temu crystal ball. pretty awesome. [link]” [source](https://twitter.com/1118175955/status/2111187859197804930)
- Praise, 2026-10-15, r/windsurf (Reddit): “yerrrr but what if it was another model.... for me swe2 is rather good.. about 170,000 lines of code in the last month alone” [source](https://www.reddit.com/r/windsurf/comments/1x6k0p0/looks_like_its_the_last_day_of_enjoying_a_free/pgwh9u3/)

### Factory

- Praise, 2026-10-18, @droid (X): “@droid has already managed to reduce p90 by over 50% in a single pass, and it's still going! i'm not stopping until i'm confident that we're at the limits of the servers themselves. git can and will scale far beyond what github could ever imagine. [link] [link]” [source](https://twitter.com/2070908287978246144/status/2111933547984588823)
- Praise, 2026-10-17, @FactoryAI (X): “i didn't build this city. 5 ai mayors did. gridfall is a simcity-style game where every mayor is a different llm thinking live on @gmi_cloud inference, and ~100 residents have ai minds of their own. built end to end with @factoryai's @droid. [link] [link]” [source](https://twitter.com/1638264384601616384/status/2111453764465160532)
- Praise, 2026-10-15, @droid (X): “btw it's oneshot on @droid :) hyperframes + a reference video [link]” [source](https://twitter.com/1812492025683664896/status/2110777990422667576)
- Complaint, 2026-09-29, @droid (X): “even with @droid my grok 4.7 seems dump 😭😭😭 it can only work after opus made the spec” [source](https://twitter.com/1518742213936570368/status/2104753111965618347)
- Complaint, 2026-09-29, @droid (X): “@davidwuuu92 i've been using @droid to spec a massive implementation, then running grok against that. otherwise the outputs have been expensive slop which is rather unfortunate. word of advice: keep it away from any and all ui. it sucks at design.” [source](https://twitter.com/2070908287978246144/status/2104765859495551300)

### Pi

- Praise, 2026-10-17, @pidotdev (X): “@pidotdev thanks for your great work! with pi-durable, we can quickly build serverless harness applications on cloudflare. i built and deployed the app below over a single weekend, complete with authentication and a ui. [link]” [source](https://twitter.com/1554387348153982978/status/2111284780520116512)
- Praise, 2026-10-14, @pidotdev (X): “fun little camera app. android studio + @pidotdev + @bottlecapai thinkingcap @alibaba_qwen model, under 12 hours, in a language i can't even read at all. 🤯🤯🤯 [link]” [source](https://twitter.com/40279968/status/2110171534837109014)
- Praise, 2026-10-11, r/PiCodingAgent (Reddit): “i'm coming from cursor. my subscription expired. then i switched to openai and using pi since day one of my codex subscription. this is my second month. by the way, i also use codex but not primarily. my 95% of the task is handled by pi.” [source](https://www.reddit.com/r/PiCodingAgent/comments/1x2wuq4/im_new_to_pi_coming_from_opencode_and_others_for/pf7f2mm/)

### Amp

- Praise, 2026-10-16, @AmpCode (X): “my fiancé and i always forgot how to assemble the balloon arch lol. so, i spun up an orb in @ampcode and it showed step by step config, the screws we need and where to go. needed this for my sons 1st birthday party this saturday lol. [link]” [source](https://twitter.com/238651245/status/2111088770154205521)
- Praise, 2026-10-15, @AmpCode (X): “@dnnskr91 @sqs @dennis_kortsch @ampcode yea, agreed with others here. i'm using a tiny orb to run some automation scripts. works great for that.” [source](https://twitter.com/3185277885/status/2110803350212190610)

### Cursor

- Praise, 2026-10-18, @cursor_ai (X): “re-wrote our document signing engine in 2 weekends thanks to @claudeai + @cursor_ai” [source](https://twitter.com/182051410/status/2111716258076848388)
- Praise, 2026-10-16, @cursor_ai (X): “watched the roadster launch and couldn't resist: made it playable in the browser. built it with @cursor_ai and honestly it surprised me, at times it doesn't even look real lol. quick first version, i'll keep refining the car model to match the real one 🚗 [link] [link]” [source](https://twitter.com/1896773208415846400/status/2111025651423875098)
- Praise, 2026-10-15, @cursor_ai (X): “@noahkagan yep - rebuilt all over our @zapier triggers one by one, just copied and pasted them into @cursor_ai and it wired them into the exisiting apps” [source](https://twitter.com/1130058906/status/2110831332662313241)
- Complaint, 2026-10-15, r/cursor (Reddit): “the only thing i notice is the same project in cursor and the same project in claude and it comes out much more complete and better in claude.” [source](https://www.reddit.com/r/cursor/comments/1x6fsel/por_que_tantas_quejas_de_cursor_y_en_costos/pgwsxfk/)
- Complaint, 2026-10-15, @cursor_ai (X): “@handsomehank_ @cursor_ai and then from 60-70% to 90% it didn’t really build anything 😭 just copied things into folders and what not.” [source](https://twitter.com/256855996/status/2110521828435546244)
- Complaint, 2026-10-15, @cursor_ai (X): “@maxforai @cursor_ai cursor is used for programming, but grok programming is a mess, i am already ready to unsubscribe.” [source](https://twitter.com/2030937908270788608/status/2110557299718902108)

### Kiro

- Praise, 2026-10-18, r/kiroIDE (Reddit): “no, you do not. i’ve been running kiro and kiro crew on a 2019 macbook pro intel/amd chip set with 32gb memory. works great for developing web apps on aws and ci/cd with github.” [source](https://www.reddit.com/r/kiroIDE/comments/1x8j8rd/do_you_need_minimac_for_kiro/phhk9iv/)
- Praise, 2026-10-14, r/kiroIDE (Reddit): “kirocrew is great for bigger tasks for me. cli for quick jobs. both are awesome” [source](https://www.reddit.com/r/kiroIDE/comments/1x5hj2i/has_aws_finally_given_up_on_kiro/pgqpwwr/)
- Praise, 2026-10-13, @kirodotdev (X): “i curated this week's #tidytuesday data because my family buys avocado oil products. uc davis: 93% of avocado oil chips were cut with cheaper oil, mayo 71%, dressings 100%. olive oil passed almost every time. @kirodotdev built the fraud detector. [link] #rstats [link]” [source](https://twitter.com/961977832233607171/status/2110055562436370652)
- Complaint, 2026-10-06, r/kiroIDE (Reddit): “in which workflows caused kiro to take over 8 hours to implement some basic rest api stuff i would have done manually by hand in 10 minutes...” [source](https://www.reddit.com/r/kiroIDE/comments/1wyp05w/can_kiro_not_do_workflows_for_trivial_tasks/)

### Cline

- Praise, 2026-10-04, @cline (X): “@entrptaher @cline this "simple model" helps build very complicated things, including projects in miltech and cybersec.” [source](https://twitter.com/1578681616838365185/status/2106869997196943431)
- Praise, 2026-09-29, @cline (X): “@cline 👏the best harness for the spark 1.3—the difference is truly impressive; i tested others, and the difference is massive. try the free cline for spark 1.3. create a landing page. the quality is impressive.” [source](https://twitter.com/3240253059/status/2104859467506434421)
- Praise, 2026-09-26, @cline (X): “@haleeeemahh @opencode @cline tried pixel canary on cline this week, it handled my messy refactor without complaint. feels too good to be a small model.” [source](https://twitter.com/2079846327744401408/status/2103837540260389092)
- Complaint, 2026-10-11, @cline (X): “@claudeai @cline this didn't work out too well as claude code cli seems to do a much better job with newer models.” [source](https://twitter.com/1869484825364549632/status/2109411532002005426)
- Complaint, 2026-09-21, @cline (X): “so maybe i'm doing something wrong but after using local models with @cline and @ollama as the provider.. it's like going back to last year when you might as well just look it up and code it yourself cause of the repeated asks and frustration. qwen3-coder:30b with 12 vram.” [source](https://twitter.com/1155165294530310146/status/2102001550222565663)

### OpenCode

- Praise, 2026-10-18, @opencode (X): “my @omarchy update failed partially but my agent just fixed it for free (thanks @opencode!) [link]” [source](https://twitter.com/1876582520957063168/status/2111799306009395525)
- Praise, 2026-10-18, @opencode (X): “not bad for 3hrs of work rea + @opencode (free) with deepseek v4.1 always wanted to have a daw running natively on linux, now i do [link]” [source](https://twitter.com/1433322549849432065/status/2111891445116481707)
- Praise, 2026-10-16, r/opencode (Reddit): “ds v4.1 flash can be used for any project no matter small or big. it's goated.” [source](https://www.reddit.com/r/opencode/comments/1x7d90j/still_cheapseek_41_the_best_for_cheap_ai_vibe/ph3jngz/)
- Complaint, 2026-10-16, r/opencode (Reddit): “yep, learning i should feed it smaller more defined tasks than the others can handle. fwiw i think context never went above 185k for deep seek, but can't say for certain.” [source](https://www.reddit.com/r/opencode/comments/1x705kc/i_got_this_hold_my_beer_deepseekv41flash/ph0so9r/)
- Complaint, 2026-10-16, @opencode (X): “@levi_d_ackerman @opencode both of these are only suitable for light and low-complexity tasks, and they struggle with large projects and complex tasks.” [source](https://twitter.com/1698375858271211520/status/2111101927031525878)

### GitHub Copilot

- Praise, 2026-10-07, r/ExperiencedDevs (Reddit): “yeah i feel this. i've got a lot of value out of using copilot as a research assisstant, not using it to write my code for me.” [source](https://www.reddit.com/r/ExperiencedDevs/comments/1wzic5u/my_threeyear_ai_honeymoon_is_over/pedmb2c/)
- Complaint, 2026-10-10, r/ClaudeAI (Reddit): “as someone that's tried gemini, chatgpt, and copilot 365 (with both opus and gpt models), claude is the best at producing something actually usable. the rest still suck at generating slides even microsoft's own offering.” [source](https://www.reddit.com/r/ClaudeAI/comments/1x2kjkg/for_generating_slides_which_ai_subscription_is/pf588xi/)
- Complaint, 2026-10-08, @GitHubCopilot (X): “have you ever written a nodejs unit test so bad that it balloons memory until your computer crashes? i haven't, but thankfully i got @githubcopilot to do it for me” [source](https://twitter.com/1930960830499065856/status/2108236118059626713)

### OpenAI Codex

- Praise, 2026-10-18, r/codex (Reddit): “i'm learning french and i had codex write me web apps for many individual things i was struggling with, such as hearing numbers with many similar sounds in a row (e.g. “cent soixante cinq”).” [source](https://www.reddit.com/r/codex/comments/1x8zaoj/what_have_you_actually_built_with_codex_that_you/phgyhnq/)
- Praise, 2026-10-18, r/codex (Reddit): “recreated from scratch my ttrpg system on foundry, with advanced automations, vfx, etc... 100% with codex.” [source](https://www.reddit.com/r/codex/comments/1x8zaoj/what_have_you_actually_built_with_codex_that_you/phh7toi/)
- Praise, 2026-10-18, r/codex (Reddit): “a audio book release tracker is my most used one. other than that a todo iphone app without subscription and annoying prompts and a lot of “good enough” scripts were replaced by a codex suggestion. also a debug tool for linux servers to see the state of a server in seconds.” [source](https://www.reddit.com/r/codex/comments/1x8zaoj/what_have_you_actually_built_with_codex_that_you/phhb3hn/)
- Complaint, 2026-10-16, r/codex (Reddit): “this is very good but sucks for handoffs, directives, and general prompt writing. for some reason they are absolute garbage at it. too specific and miss the plot.” [source](https://www.reddit.com/r/codex/comments/1x76sn5/is_there_a_way_to_have_codex_and_claude_work_from/ph1xz2v/)

### Google Antigravity

- Praise, 2026-10-18, r/google_antigravity (Reddit): “its very strong in connection with the youtube api and with google cloud stuff” [source](https://www.reddit.com/r/google_antigravity/comments/1x8x6nn/dont_worry_too_much_argon_its_genuinely_not_that/phggnha/)
- Praise, 2026-10-18, r/google_antigravity (Reddit): “it's pretty damn good at real world stuff. browfield real world shit lol.” [source](https://www.reddit.com/r/google_antigravity/comments/1x8x6nn/dont_worry_too_much_argon_its_genuinely_not_that/phghxcx/)
- Praise, 2026-10-18, @antigravity (X): “spent the weekend vibe-coding a native macos app for my tesla. @geminiapp argon + @antigravity. took me 6 hours e2e. here are the results 👇 @_mohansolo [link]” [source](https://twitter.com/1623791649376681990/status/2111620022787604911)
- Complaint, 2026-10-18, r/google_antigravity (Reddit): “what "frontier" work are you actually doing with it? for context i'm working with a large monorepo with multiple micro services and argon is outright unusable.” [source](https://www.reddit.com/r/google_antigravity/comments/1x8x6nn/dont_worry_too_much_argon_its_genuinely_not_that/phgs710/)
- Complaint, 2026-10-18, r/google_antigravity (Reddit): “i tried a task i've done dozens of times today and it had no clue what to do... odd” [source](https://www.reddit.com/r/google_antigravity/comments/1x8y4ap/wth_is_happening_with_gemini_38_flash/phgs7m9/)
- Complaint, 2026-10-18, r/google_antigravity (Reddit): “you are crazy! 3.8 messing up a lot here. i have him implement and gpt to correct. there hasn't been a single time when he managed to implement anything without coming back with an error.” [source](https://www.reddit.com/r/google_antigravity/comments/1x97wfi/argon_best_model_ive_used_but_not_useful_for_pro/phjcc8u/)

### Grok Build

- Praise, 2026-10-03, r/OpenAI (Reddit): “ah yeah i do this with deep seek 👌. how do you structure it to the cheaper model do you detail what llm you are going to use and any other key items? sorry i don't have an it background and but getting the hang of prompting. grok build was super easy to make a full website with online shop linking to payment facilities etc. again i was using deep seek in the background to check for errors and they worked fairly well together” [source](https://www.reddit.com/r/OpenAI/comments/1wwin4z/why_doesnt_chatgpt_warn_you_before_wasting_30/pdkytnj/)
- Praise, 2026-09-04, r/vibecoding (Reddit): “grok build does a great job, especially if you are looking to create assets for images or videos, like if you're building a video game. it generates characters with grok image as part of your request to build. really great. if you want to build in local models into those processes you can do that too.” [source](https://www.reddit.com/r/vibecoding/comments/1w74l2u/is_everyone_here_on_claude_or_codex_only_anyone/p7v9cyj/)

### Conductor

- Praise, 2026-10-15, @conductor_build (X): “latest iteration on our internal tooling for managing hundreds of issues, prs, and discussions. months ago, i had @conductor_build & claude scan our old issues and prs, organize by group, learn my voice, and then respond. long story short, we don't ship v6 without new tools. [link]” [source](https://twitter.com/372475592/status/2110803091381780691)

### Warp

- Praise, 2026-09-15, r/AI_Agents (Reddit): “warp terminal [warp.dev]([link]) has its own agent as terminal shell so you can quickly access it by typing prompt into terminal. it has byok so you can quickly launch it for your needs. quite good for simple tasks, bash, and system manintance” [source](https://www.reddit.com/r/AI_Agents/comments/1wh25jc/whats_a_minimal_and_extremely_fast_cli_coding/pa1xhny/)
- Praise, 2026-09-02, @warpdotdev (X): “every so often, i forget i can just use agents to fix my other agents… i went deep into manually debugging some issues when i updated my @openclaw to the current version, then realized i could just let the @warpdotdev agent do it all for me way faster. hard to break old habits 🤖” [source](https://twitter.com/16102111/status/2095246367845192112)
- Praise, 2026-10-03, r/AI_Agents (Reddit): “[warp.dev](http://warp.dev) has earned it's spot as my sysadmin for linux, mac and windows. it can do anything i can do. if it needs root privs, it lets me type in my password and then it continues on. no sand box. you can follow the link i gave for the astra analysis. i have yet to give t3 code a real workout - but i am thrilled with herdr” [source](https://www.reddit.com/r/AI_Agents/comments/1wwb56o/new_workflow_handles_multiple_simultaneous_agent/pdj8d3m/)