[{"title":"How to stop AI from confidently shipping broken code (a pattern that actually works)","url":"https://dev.to/infoinlet1/how-to-stop-ai-from-confidently-shipping-broken-code-a-pattern-that-actually-works-2gn7","authors":["Info Inlet"],"published_date":"2026-09-21T05:14:58Z","source":"Dev.to","summary":"The scariest diff passed every test — and would've lost a customer money.  The scariest diff AI ever...","keywords":["ai","webdev","programming","productivity"],"citation_count":23,"citation_velocity":23,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["The scariest diff passed every test — and would've lost a customer money."," The scariest diff AI ever...."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"I Built a Local AI Music Studio","url":"https://dev.to/sizzlebop/i-built-a-local-ai-music-studio-3fb9","authors":["Jessica Doering"],"published_date":"2026-09-20T21:30:07Z","source":"Dev.to","summary":"I have a habit of starting projects because I want one very specific thing.  Then somewhere along the...","keywords":["ai","music","opensource","showdev"],"citation_count":22,"citation_velocity":22,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I have a habit of starting projects because I want one very specific thing."," Then somewhere along the...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Traditional Coding vs Agentic Coding: The Flow State Problem","url":"https://dev.to/bradtraversy/traditional-coding-vs-agentic-coding-the-flow-state-problem-57p5","authors":["Brad Traversy"],"published_date":"2026-09-20T14:19:20Z","source":"Dev.to","summary":"One of the things I've always enjoyed about coding is getting completely locked into a problem. You...","keywords":["ai","productivity","programming","discuss"],"citation_count":22,"citation_velocity":22,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["One of the things I've always enjoyed about coding is getting completely locked into a problem."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"An Agent That Counts My Receipts, Not My Claims","url":"https://dev.to/kenielzep97/an-agent-that-counts-my-receipts-not-my-claims-a3h","authors":["Self-Correcting Systems"],"published_date":"2026-09-21T14:26:01Z","source":"Dev.to","summary":"This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content    ...","keywords":["devchallenge","sanitychallenge","sanity","ai"],"citation_count":21,"citation_velocity":21,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content    ...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Frontier AI on Your Own Hardware","url":"https://timdettmers.com/2026/09/21/dlab-open-source-week/","authors":["pretext"],"published_date":"2026-09-22T02:53:01+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":18,"citation_velocity":18,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Why does mathmain need an encrypted loader?","url":"https://safedep.io/mathmain-encrypted-loader/","authors":["abhisek"],"published_date":"2026-09-22T02:33:44+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":17,"citation_velocity":17,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Where Trust in Automated Review Actually Comes From","url":"https://dev.to/pixel-wraith/where-trust-in-automated-review-actually-comes-from-5fgb","authors":["Jake Lundberg"],"published_date":"2026-09-21T13:19:33Z","source":"Dev.to","summary":"There's a tempting fix for the moment your team stops trusting its AI code review...add a second AI...","keywords":["codereview","ai","engineeringmanagement","programming"],"citation_count":17,"citation_velocity":17,"novelty_score":3,"reproducibility_score":2.7,"core_contributions":["There's a tempting fix for the moment your team stops trusting its AI code review...add a second AI...."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"Nova Adiutrix: My Second Agent Built My First Project's To-Do List","url":"https://dev.to/earlgreyhot1701d/nova-adiutrix-my-second-agent-built-my-first-projects-to-do-list-3gb","authors":["Earl Grey"],"published_date":"2026-09-21T02:11:17Z","source":"Dev.to","summary":"TL;DR: I shipped the second project in my AWS nanodegree, an AI support agent on Amazon Bedrock....","keywords":["ai","aws","agents","learning"],"citation_count":14,"citation_velocity":14,"novelty_score":3.3,"reproducibility_score":2.5,"core_contributions":["TL;DR: I shipped the second project in my AWS nanodegree, an AI support agent on Amazon Bedrock....."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"AI coding has made CI a bottleneck, so we reworked ours to keep up","url":"https://linear.app/now/ci-bottleneck-reworked","authors":["julian_digital"],"published_date":"2026-09-22T03:23:33+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":14,"citation_velocity":14,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"What If Your AI Agent Never Had to Leave the Browser? (Demo 🚀)","url":"https://dev.to/sylwia-lask/what-if-your-ai-agent-never-had-to-leave-the-browser-demo--5g","authors":["Sylwia Laskowska"],"published_date":"2026-09-21T07:14:46Z","source":"Dev.to","summary":"I haven't written anything lately because, honestly, I just didn't have the headspace for it. There...","keywords":["ai","webdev","mcp","typescript"],"citation_count":14,"citation_velocity":14,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I haven't written anything lately because, honestly, I just didn't have the headspace for it."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Dev log #22 Tearing out the old: Deleting 3,800 lines of legacy p2p code","url":"https://dev.to/yashksaini/dev-log-22-tearing-out-the-old-deleting-3800-lines-of-legacy-p2p-code-3n0i","authors":["Yash Kumar Saini"],"published_date":"2026-09-21T04:00:59Z","source":"Dev.to","summary":"Hi, glad you found your way here. I'm Yash, a developer who contributes to open source, mostly p2p...","keywords":["productivity","discuss","ai","opensource"],"citation_count":13,"citation_velocity":13,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["Hi, glad you found your way here.","I'm Yash, a developer who contributes to open source, mostly p2p...."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"Architecting a Resilient DevSecOps Pipeline for Enterprise AI Agents","url":"https://dev.to/gde/architecting-a-resilient-devsecops-pipeline-for-enterprise-ai-agents-on4","authors":["Jitendra Gupta"],"published_date":"2026-09-20T13:44:05Z","source":"Dev.to","summary":"A four-stage DevSecOps CI/CD architecture for securing enterprise AI agents with GitHub Actions, secret scanning, AI-assisted review, Veracode SCA, and Pipeline SAST.","keywords":["ai","devsecops","github","security"],"citation_count":12,"citation_velocity":12,"novelty_score":3,"reproducibility_score":2.9000000000000004,"core_contributions":["A four-stage DevSecOps CI/CD architecture for securing enterprise AI agents with GitHub Actions, secret scanning, AI-assisted review, Veracode SCA, and Pipeline SAST.."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"I Put Jev Behind a TLA+ Spec and Ran 1,680 Chaos-Tested Pharmacy Decisions. Zero Wrong Verdicts.","url":"https://dev.to/copyleftdev/i-put-jev-behind-a-tla-spec-and-ran-1680-chaos-tested-pharmacy-decisions-zero-wrong-verdicts-1ij8","authors":["Don Johnson"],"published_date":"2026-09-19T15:18:04Z","source":"Dev.to","summary":"Jev returns a probability, not prose. That made it possible to model-check the consensus around it, then try to break it. Two of the bugs were mine.","keywords":["jev","ai","rust","testing"],"citation_count":19,"citation_velocity":9.5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Jev returns a probability, not prose.","That made it possible to model-check the consensus around it, then try to break it.","Two of the bugs were mine.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I Let AI Write My Tests for 6 Months. Here Is What Actually Survived Production","url":"https://dev.to/speaklouder/i-let-ai-write-my-tests-for-6-months-here-is-what-actually-survived-production-4h2","authors":["Nilesh Raut"],"published_date":"2026-09-19T06:01:42Z","source":"Dev.to","summary":"Last month a teammate pasted a Playwright test into our PR channel and wrote \"AI generated this in 4...","keywords":["ai","testing","programming","discuss"],"citation_count":18,"citation_velocity":9,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Last month a teammate pasted a Playwright test into our PR channel and wrote \"AI generated this in 4...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"My AI Agent Isn't Allowed to Decide Anything","url":"https://dev.to/dannwaneri/my-ai-agent-isnt-allowed-to-decide-anything-2fe2","authors":["Daniel Nwaneri"],"published_date":"2026-09-21T12:35:25Z","source":"Dev.to","summary":"It's a few hours before a delivery deadline and the work has piled up. Somewhere in that pile is a...","keywords":["ai","showdev","googlecloud","gemini"],"citation_count":9,"citation_velocity":9,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["It's a few hours before a delivery deadline and the work has piled up.","Somewhere in that pile is a...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"1,558 Tests Green and No Auth: The Tests That Never Actually Ran","url":"https://dev.to/debashish_ghosal/1558-tests-green-and-no-auth-the-tests-that-never-actually-ran-nkk","authors":["Debashish Ghosal"],"published_date":"2026-09-19T20:43:50Z","source":"Dev.to","summary":"A test named test_all_adapters_importable asserted nothing. It would pass forever, even if every...","keywords":["ai","security","programming","testing"],"citation_count":9,"citation_velocity":9,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["A test named test_all_adapters_importable asserted nothing.","It would pass forever, even if every...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Why AI Coding Agents Crash at 3 AM: The Happy-Path Mirage \u0026 The Forced Continuity Defect","url":"https://dev.to/gde/why-ai-coding-agents-crash-at-3-am-the-happy-path-mirage-the-forced-continuity-defect-46pd","authors":["Randal L. Schwartz"],"published_date":"2026-09-19T01:56:39Z","source":"Dev.to","summary":"Why LLMs fail in production, why \"more RLHF\" cannot fix it, and how transferring 3 AM pager-duty trauma gives autonomous coding agents real survival instincts.","keywords":["ai","programming","architecture","productivity"],"citation_count":16,"citation_velocity":8,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Why LLMs fail in production, why \"more RLHF\" cannot fix it, and how transferring 3 AM pager-duty trauma gives autonomous coding agents real survival instincts.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I Let AI Plan 170 Changes. It Made the Same 3 Mistakes Every Time.","url":"https://dev.to/debashish_ghosal/i-let-ai-plan-170-changes-it-made-the-same-3-mistakes-every-time-33ne","authors":["Debashish Ghosal"],"published_date":"2026-09-17T03:59:17Z","source":"Dev.to","summary":"Everyone is arguing about which model plans best. I ran 170 goals and found out the model was never...","keywords":["ai","agents","llm","testing"],"citation_count":31,"citation_velocity":7.75,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Everyone is arguing about which model plans best.","I ran 170 goals and found out the model was never...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"AI Is Making You a Worse Engineer and a Better Employee","url":"https://dev.to/mikachu/ai-is-making-you-a-worse-engineer-and-a-better-employee-3cl3","authors":["Mika Flowers"],"published_date":"2026-09-19T16:20:21Z","source":"Dev.to","summary":"Somewhere in the last few years, \"good at your job\" and \"good at your craft\" quietly stopped meaning...","keywords":["ai","career","productivity","programming"],"citation_count":14,"citation_velocity":7,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Somewhere in the last few years, \"good at your job\" and \"good at your craft\" quietly stopped meaning...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"How to Lead DevRel in the AI Era: Stop Playing It Safe","url":"https://dev.to/blackgirlbytes/how-to-lead-devrel-in-the-ai-boom-stop-playing-it-safe-19jo","authors":["Rizèl Scarlett"],"published_date":"2026-09-16T22:00:19Z","source":"Dev.to","summary":"I’m awake typing this at 5 AM on a Sunday morning, plagued by two issues: the modern operating model...","keywords":["ai","agents","devrel"],"citation_count":26,"citation_velocity":6.5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I’m awake typing this at 5 AM on a Sunday morning, plagued by two issues: the modern operating model...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"How to make a fool of yourself 101","url":"https://dev.to/unitbuilds/how-to-make-a-fool-of-yourself-101-39op","authors":["UnitBuilds"],"published_date":"2026-09-18T16:28:16Z","source":"Dev.to","summary":"So as some of you know, I had a technical interview with Wasmer today. I was up till midnight last...","keywords":["ai","career","discuss"],"citation_count":18,"citation_velocity":6,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["So as some of you know, I had a technical interview with Wasmer today.","I was up till midnight last...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I got rejected for using AI in an interview. Then I watched the interviewer do it.","url":"https://dev.to/infoinlet1/i-got-rejected-for-using-ai-in-an-interview-then-i-watched-the-interviewer-do-it-31d0","authors":["Info Inlet"],"published_date":"2026-09-19T07:53:38Z","source":"Dev.to","summary":"I got the rejection email on a Tuesday. I've been rejected before — everyone has. This one broke...","keywords":["ai","webdev","career","discuss"],"citation_count":12,"citation_velocity":6,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I got the rejection email on a Tuesday.","I've been rejected before — everyone has.","This one broke...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Your AI Coding Agent Can Be Attacked by the Repository It Opens","url":"https://dev.to/robertadam987_/your-ai-coding-agent-can-be-attacked-by-the-repository-it-opens-ie4","authors":["Robert Adamson"],"published_date":"2026-09-19T03:50:55Z","source":"Dev.to","summary":"Most developers already know this rule:    Don't run code from a repository you don't...","keywords":["security","programming","ai","discuss"],"citation_count":12,"citation_velocity":6,"novelty_score":3,"reproducibility_score":3.2,"core_contributions":["Most developers already know this rule:    Don't run code from a repository you don't...."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"US halts flights at busy East Coast airports, says fiber line cut","url":"https://www.reuters.com/world/us/faa-halts-some-us-east-coast-flights-due-communication-issues-2026-09-21/","authors":["allanbreyes"],"published_date":"2026-09-22T02:41:59+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":6,"citation_velocity":6,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"What Do You Do While AI Codes? I Make Mine Argue With Itself.","url":"https://dev.to/debashish_ghosal/what-do-you-do-while-ai-codes-i-make-mine-argue-with-itself-2gl7","authors":["Debashish Ghosal"],"published_date":"2026-09-19T06:31:24Z","source":"Dev.to","summary":"Be honest: what do you actually do while the agent types?   I used to just watch. Not read, watch....","keywords":["ai","healthydebate","testing","llm"],"citation_count":11,"citation_velocity":5.5,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["Be honest: what do you actually do while the agent types?   I used to just watch.","Not read, watch....."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"Algorithmic Trading: Debug Your Backtest Before Upgrading Your Model","url":"https://dev.to/copyleftdev/algorithmic-trading-debug-your-backtest-before-upgrading-your-model-57gf","authors":["Don Johnson"],"published_date":"2026-09-17T19:27:55Z","source":"Dev.to","summary":"Debug algorithmic trading backtests with Python: catch look-ahead bias, compare complex models fairly, and test execution costs and order failures.","keywords":["python","machinelearning","testing","ai"],"citation_count":21,"citation_velocity":5.25,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Debug algorithmic trading backtests with Python: catch look-ahead bias, compare complex models fairly, and test execution costs and order failures.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Frameworks Are Institutional Memory","url":"https://dev.to/kenwalger/frameworks-are-institutional-memory-b3l","authors":["Ken W Alger"],"published_date":"2026-09-17T17:07:00Z","source":"Dev.to","summary":"I stored passwords in plaintext on a floppy disk in the 1980s. Recently, a coding agent made a...","keywords":["ai","webdev","programming","beginners"],"citation_count":21,"citation_velocity":5.25,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I stored passwords in plaintext on a floppy disk in the 1980s.","Recently, a coding agent made a...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Jev vs Claude: Who Wins?","url":"https://dev.to/bengreenberg/jev-vs-claude-who-wins-4mln","authors":["Ben Greenberg"],"published_date":"2026-09-18T11:15:07Z","source":"Dev.to","summary":"I did not need Jev to beat Claude or Kimi on a benchmark. I needed to know whether I could trust it...","keywords":["ai","machinelearning","typescript","todayilearned","Claude"],"citation_count":15,"citation_velocity":5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I did not need Jev to beat Claude or Kimi on a benchmark.","I needed to know whether I could trust it...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"The Bottleneck Moved From Writing Code to Proving It","url":"https://dev.to/debashish_ghosal/the-bottleneck-moved-from-writing-code-to-proving-it-5bpm","authors":["Debashish Ghosal"],"published_date":"2026-09-18T01:32:49Z","source":"Dev.to","summary":"The bottleneck moved, and most teams haven't noticed. It isn't writing anymore. It's proving.   I...","keywords":["ai","llm","programming","testing"],"citation_count":15,"citation_velocity":5,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["The bottleneck moved, and most teams haven't noticed.","It isn't writing anymore.","It's proving."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"The Advisory Group on Mathematics and Artificial Intelligence","url":"https://terrytao.wordpress.com/2026/09/21/advisory-group-on-mathematics-and-artificial-intelligence/","authors":["digital55"],"published_date":"2026-09-22T03:17:42+08:00","source":"HackerNews","summary":"","keywords":["artificial intelligence"],"citation_count":5,"citation_velocity":5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"My First AI Judge Interview: What Could Possibly Go Wrong?","url":"https://dev.to/earlgreyhot1701d/my-first-ai-judge-interview-what-could-possibly-go-wrong-22el","authors":["Earl Grey"],"published_date":"2026-09-17T02:22:25Z","source":"Dev.to","summary":"TL;DR: I entered HackerRank Orchestrate wanting to win, then faced an AI judge asking how Praxi Clew...","keywords":["ai","hackathon","learning","discuss"],"citation_count":18,"citation_velocity":4.5,"novelty_score":3.3,"reproducibility_score":2.5,"core_contributions":["TL;DR: I entered HackerRank Orchestrate wanting to win, then faced an AI judge asking how Praxi Clew...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"How AI Actually Calls an API? Tool Calling Explained from Scratch","url":"https://dev.to/aws/how-ai-actually-calls-an-api-tool-calling-explained-from-scratch-4lf8","authors":["Rohini Gaonkar"],"published_date":"2026-09-16T21:28:40Z","source":"Dev.to","summary":"In the previous post, we taught a model to read our documents. It could search a pile of files and...","keywords":["ai","mcp","aws","tutorial"],"citation_count":17,"citation_velocity":4.25,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["In the previous post, we taught a model to read our documents.","It could search a pile of files and...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Debug Log #3: I Had Claude Code Backtest a Trading Strategy for a Week, and It Found Three Bugs In Its Own Simulation","url":"https://dev.to/just_a_side_project/debug-log-3-i-had-claude-code-backtest-a-trading-strategy-for-a-week-and-it-found-three-bugs-in-5g50","authors":["Just a Side Project"],"published_date":"2026-09-17T12:17:40Z","source":"Dev.to","summary":"The number said \"-50%.\" I'd been staring at trade logs long enough to have a rough feel for how far a...","keywords":["ai","buildinpublic","productivity","Claude"],"citation_count":13,"citation_velocity":3.25,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["The number said \"-50%.\" I'd been staring at trade logs long enough to have a rough feel for how far a...."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""},{"title":"It's Got What Content Craves: Sanity, Built for the People of Idiocracy","url":"https://dev.to/xbill/its-got-what-content-craves-sanity-built-for-the-people-of-idiocracy-4k84","authors":["xbill"],"published_date":"2026-09-18T21:36:10Z","source":"Dev.to","summary":"An agent proposes watering the crops, a human Cabinet approves in a picture-button Studio, and Sanity Workflows waters and harvests. Plus a stopwatch on three ways to edit the same data.","keywords":["devchallenge","sanitychallenge","sanity","ai"],"citation_count":6,"citation_velocity":3,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["An agent proposes watering the crops, a human Cabinet approves in a picture-button Studio, and Sanity Workflows waters and harvests.","Plus a stopwatch on three ways to edit the same data.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Show a model your old code and it writes your old bugs: 32 runs, 0% reuse","url":"https://dev.to/remdore/show-a-model-your-old-code-and-it-writes-your-old-bugs-32-runs-0-reuse-2epm","authors":["Remdore"],"published_date":"2026-09-17T06:47:00Z","source":"Dev.to","summary":"Same task, same models, two commits of my own repo. From the pre-migration commit every run hand-rolled a 190-line typeahead with the exact defects the migration removed; from the post-migration commit every run reused the shared component in 41 lines.","keywords":["ai","codequality","programming","refactoring"],"citation_count":4,"citation_velocity":1,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["Same task, same models, two commits of my own repo.","From the pre-migration commit every run hand-rolled a 190-line typeahead with the exact defects the migration removed; from the post-migration commit every run reused the shared component in 41 lines.."],"key_techniques":[],"code_snippet":"```python\n# Example implementation\nimport torch\nimport numpy as np\n\nclass Model(torch.nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.linear = torch.nn.Linear(10, 1)\n        \n    def forward(self, x):\n        return self.linear(x)\n\nmodel = Model()\ninputs = torch.randn(1, 10)\noutputs = model(inputs)\n```","architecture_diagram":""}]