[{"title":"I Built an AI Memory Agent That Forgets on Purpose — Then Spent Two Days Proving It Actually Works","url":"https://dev.to/_boweii/i-built-an-ai-memory-agent-that-forgets-on-purpose-then-spent-two-days-proving-it-actually-works-2b87","authors":["Tombri Bowei"],"published_date":"2026-07-20T20:27:42Z","source":"Dev.to","summary":"Every \"AI memory agent\" I looked at before starting this does the same trick: embed every message,...","keywords":["ai","qwencloud","hackathon","python","Qwen"],"citation_count":30,"citation_velocity":30,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Every \"AI memory agent\" I looked at before starting this does the same trick: embed every message,...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"AI And Code Ownership: Who Is Responsible For Generated Code?","url":"https://dev.to/nazar-boyko/ai-and-code-ownership-who-is-responsible-for-generated-code-1dnj","authors":["Nazar Boyko"],"published_date":"2026-07-20T13:20:24Z","source":"Dev.to","summary":"Imagine your AI assistant just produced 200 lines of code. Legally, you may not own a single line of...","keywords":["discuss","ai","career","programming"],"citation_count":28,"citation_velocity":28,"novelty_score":3,"reproducibility_score":3,"core_contributions":["Imagine your AI assistant just produced 200 lines of code.","Legally, you may not own a single line of...."],"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 smolagents sandbox broke 'a, *b = list', one of Python's most common lines","url":"https://dev.to/himanshu_748/the-smolagents-sandbox-broke-a-b-list-one-of-pythons-most-common-lines-1fj3","authors":["Himanshu Kumar"],"published_date":"2026-07-21T05:46:04Z","source":"Dev.to","summary":"This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry.  Fourth entry,...","keywords":["devchallenge","bugsmash","python","ai"],"citation_count":26,"citation_velocity":26,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry."," Fourth entry,...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I built an AI dev harness that isn't allowed to trust itself","url":"https://dev.to/egnaro9/i-built-an-ai-dev-harness-that-isnt-allowed-to-trust-itself-53mh","authors":["Erik Hill"],"published_date":"2026-07-20T02:12:53Z","source":"Dev.to","summary":"Scope note (read first): this describes a system I built and operate to develop an unannounced game....","keywords":["ai","llm","programming","showdev"],"citation_count":25,"citation_velocity":25,"novelty_score":3.2,"reproducibility_score":2.5,"core_contributions":["Scope note (read first): this describes a system I built and operate to develop an unannounced game....."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledge","url":"https://qwen.ai/blog?id=qwen-image-3.0","authors":["ilreb"],"published_date":"2026-07-21T16:44:23+08:00","source":"HackerNews","summary":"","keywords":["ai","Qwen"],"citation_count":20,"citation_velocity":20,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Gemma4 DevOps In Action","url":"https://dev.to/gde/gemma4-devops-in-action-10bl","authors":["xbill"],"published_date":"2026-07-20T14:20:31Z","source":"Dev.to","summary":"In the last entry I got Gemma-4's 128-expert MoE running on an inf2.24xlarge and signed off with...","keywords":["ai","aws","devops","llm"],"citation_count":20,"citation_velocity":20,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["In the last entry I got Gemma-4's 128-expert MoE running on an inf2.24xlarge and signed off with...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"The smolagents bug that made my agent retry the same valid code three times","url":"https://dev.to/himanshu_748/the-smolagents-bug-that-made-my-agent-retry-the-same-valid-code-three-times-2aka","authors":["Himanshu Kumar"],"published_date":"2026-07-20T07:19:13Z","source":"Dev.to","summary":"Third entry in the DEV x Sentry Bug Smash. Entry 1 was a crash with a confusing message. Entry 2 was...","keywords":["devchallenge","bugsmash","python","ai"],"citation_count":19,"citation_velocity":19,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["Third entry in the DEV x Sentry Bug Smash.","Entry 1 was a crash with a confusing message.","Entry 2 was...."],"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":"China’s open-weights AI strategy is winning","url":"https://werd.io/american-ai-is-locked-down-and-proprietary-its-losing/","authors":["benwerd"],"published_date":"2026-07-20T22:21:47+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":"A bug in Qwen3-TTS taught me voice is biometric","url":"https://dev.to/dannwaneri/a-bug-in-qwen3-tts-taught-me-voice-is-biometric-568o","authors":["Daniel Nwaneri"],"published_date":"2026-07-21T09:01:28Z","source":"Dev.to","summary":"The trained voice cloning model for my project is 50 megabytes. Anyone with those 50 megabytes can...","keywords":["ai","security","opensource","python","Qwen"],"citation_count":17,"citation_velocity":17,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["The trained voice cloning model for my project is 50 megabytes.","Anyone with those 50 megabytes can...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"FLUX on a 4070 Graphics Card 🖼️","url":"https://dev.to/annavi11arrea1/flux-on-a-4070-graphics-card-297","authors":["Anna Villarreal"],"published_date":"2026-07-18T14:32:08Z","source":"Dev.to","summary":"Preliminary   In the past, I have tried a few things to get local video and image generation...","keywords":["ai","image","video","local"],"citation_count":30,"citation_velocity":15,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Preliminary   In the past, I have tried a few things to get local video and image generation...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I Built an AI App. Eight Months Later, It Became a Skill","url":"https://dev.to/juandastic/i-built-an-ai-app-eight-months-later-it-became-a-skill-58cn","authors":["Juan David Gómez"],"published_date":"2026-07-19T06:45:49Z","source":"Dev.to","summary":"When I first wrote about NutriAgent in November 2025, it was a full application. It had a Python...","keywords":["agents","ai","productivity","sideprojects"],"citation_count":28,"citation_velocity":14,"novelty_score":3.2,"reproducibility_score":2.5,"core_contributions":["When I first wrote about NutriAgent in November 2025, it was a full application.","It had a Python...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"From Apple Health Data to Clinical Storytelling: Building an AI-Powered Report with Python and Gemini","url":"https://dev.to/gdg/from-apple-health-data-to-clinical-storytelling-building-an-ai-powered-report-with-python-and-3n8n","authors":["Romina Elena Mendez Escobar"],"published_date":"2026-07-20T09:55:58Z","source":"Dev.to","summary":"Introduction   At recent technology conferences, one topic has caught my attention: every...","keywords":["ai","googlecloud","python","learning","Gemini"],"citation_count":14,"citation_velocity":14,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Introduction   At recent technology conferences, one topic has caught my attention: every...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy.","url":"https://dev.to/xulingfeng/stratagems-18-leo-tracked-an-ai-signal-to-derek-both-were-looking-for-the-same-enemy-51g4","authors":["xulingfeng"],"published_date":"2026-07-19T01:47:12Z","source":"Dev.to","summary":"Capture the ringleader first. The rest will scatter on their own. — The 36 Stratagems, Capture the...","keywords":["ai","discuss","career","programming"],"citation_count":26,"citation_velocity":13,"novelty_score":3.2,"reproducibility_score":2.5,"core_contributions":["Capture the ringleader first.","The rest will scatter on their own.","— The 36 Stratagems, Capture the...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Who's afraid of Chinese models?","url":"https://stratechery.com/2026/whos-afraid-of-chinese-models/","authors":["mfiguiere"],"published_date":"2026-07-20T19:05:58+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":8,"citation_velocity":8,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Why I built a SQL client when 10 already exist — then let AI agents into it","url":"https://dev.to/gillarohith/why-i-built-a-sql-client-when-10-already-exist-then-let-ai-agents-into-it-4kk4","authors":["Rohith Gilla"],"published_date":"2026-07-18T12:59:03Z","source":"Dev.to","summary":"There are plenty of good SQL clients. I built another one. For a long time the honest answer to...","keywords":["ai","mcp","database","showdev"],"citation_count":23,"citation_velocity":7.666666666666667,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["There are plenty of good SQL clients.","I built another one.","For a long time the honest answer to...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I Rewrote a OneNote MCP Server in TypeScript — Here's What I Learned About Microsoft Graph Auth","url":"https://dev.to/singhamandeep007/i-rewrote-a-onenote-mcp-server-in-typescript-heres-what-i-learned-about-microsoft-graph-auth-5933","authors":["Amandeep Singh"],"published_date":"2026-07-19T11:57:24Z","source":"Dev.to","summary":"If you use Claude, Cursor, or any MCP-compatible AI assistant, you've probably noticed how useful it...","keywords":["mcp","typescript","tutorial","ai","Claude","Cursor"],"citation_count":15,"citation_velocity":7.5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["If you use Claude, Cursor, or any MCP-compatible AI assistant, you've probably noticed how useful it...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Jelly UI: Soft-body physics for native HTML form controls","url":"https://jelly-ui.com/","authors":["baldvinmar"],"published_date":"2026-07-21T01:07:39+08:00","source":"HackerNews","summary":"","keywords":["ml"],"citation_count":7,"citation_velocity":7,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Stratagems #16: Mark Left a Hole in His AI Audit. Lena Counted Every Layer.","url":"https://dev.to/xulingfeng/stratagems-16-mark-left-a-hole-in-his-ai-audit-lena-counted-every-layer-2l7p","authors":["xulingfeng"],"published_date":"2026-07-17T01:09:52Z","source":"Dev.to","summary":"When the enemy occupies favorable terrain, don't attack head-on. Let them think they're safe, let...","keywords":["ai","discuss","career","programming"],"citation_count":27,"citation_velocity":6.75,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["When the enemy occupies favorable terrain, don't attack head-on.","Let them think they're safe, let...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I burned through thousands of AI tokens. Then a friend did it for free","url":"https://dev.to/phalkmin/i-burned-through-thousands-of-ai-tokens-then-a-friend-did-it-for-free-31m8","authors":["Paulo Henrique"],"published_date":"2026-07-16T22:52:32Z","source":"Dev.to","summary":"(yep, kinda clickbait, just for the funsies 😊)  At the beginning of the year, I relaunched my...","keywords":["ai","career","design"],"citation_count":27,"citation_velocity":6.75,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["(yep, kinda clickbait, just for the funsies 😊)  At the beginning of the year, I relaunched my...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"What is an \"agentic harness,\" actually?","url":"https://dev.to/googleai/what-is-an-agentic-harness-actually-4oie","authors":["Tilde A. Thurium"],"published_date":"2026-07-16T21:19:20Z","source":"Dev.to","summary":"I've been hearing the word \"harness\" thrown around a lot lately. I assumed it just meant \"the IDE\" or...","keywords":["ai","agents","discuss","llm"],"citation_count":26,"citation_velocity":6.5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I've been hearing the word \"harness\" thrown around a lot lately.","I assumed it just meant \"the IDE\" or...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"I got tired of not knowing what my AI agents were doing, so I built a tiny observability tool","url":"https://dev.to/remdore/i-got-tired-of-not-knowing-what-my-ai-agents-were-doing-so-i-built-a-tiny-observability-tool-3p67","authors":["Remdore"],"published_date":"2026-07-16T16:51:03Z","source":"Dev.to","summary":"I build small LLM agents. Not the impressive kind you see in demos, just practical little things that...","keywords":["ai","opensource","go","selfhosted"],"citation_count":21,"citation_velocity":5.25,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I build small LLM agents.","Not the impressive kind you see in demos, just practical little things that...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Every AI-Generated Line of Code Is a Small Loan — And Eventually, You Have to Pay It Back","url":"https://dev.to/harsh2644/every-ai-generated-line-of-code-is-a-small-loan-and-eventually-you-have-to-pay-it-back-30a6","authors":["Harsh "],"published_date":"2026-07-16T17:54:18Z","source":"Dev.to","summary":"A bug showed up in my personal project last month. Nothing dramatic - a value wasn't updating the way...","keywords":["ai","career","discuss","productivity"],"citation_count":18,"citation_velocity":4.5,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["A bug showed up in my personal project last month.","Nothing dramatic - a value wasn't updating the way...."],"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":"Founding Lead Playbook: Running Product, Architect \u0026 Engineering with AI Agents + 2 Humans","url":"https://dev.to/kheai/founding-lead-playbook-running-product-architect-engineering-with-ai-agents-2-humans-295d","authors":["Khe Ai"],"published_date":"2026-07-16T14:33:50Z","source":"Dev.to","summary":"There are a lot of shallow \"10x with AI\" threads out there. This isn't one of them. This is the...","keywords":["kheai","management","ai","devjournal"],"citation_count":16,"citation_velocity":4,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["There are a lot of shallow \"10x with AI\" threads out there.","This isn't one of them.","This is the...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Every AI-built site looks the same, so I built a skill that locks taste before any code is written","url":"https://dev.to/codeswithroh/every-ai-built-site-looks-the-same-so-i-built-a-skill-that-locks-taste-before-any-code-is-written-4f6d","authors":["Rohit Purkait"],"published_date":"2026-07-18T00:40:32Z","source":"Dev.to","summary":"I build a lot of side projects with AI coding tools. Mostly Claude Code. A few months ago I noticed...","keywords":["webdev","ai","css","opensource","Claude"],"citation_count":12,"citation_velocity":4,"novelty_score":3,"reproducibility_score":3,"core_contributions":["I build a lot of side projects with AI coding tools.","Mostly Claude Code.","A few months ago I noticed...."],"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":"Why RAG gives wrong answers (and how to fix retrieval failures)","url":"https://dev.to/aws/why-rag-gives-wrong-answers-and-how-to-fix-retrieval-failures-gbj","authors":["Rohini Gaonkar"],"published_date":"2026-07-17T21:14:53Z","source":"Dev.to","summary":"In the previous post, we built a RAG system from scratch. Sixty lines of Python. Six onboarding...","keywords":["ai","aws","tutorial","beginners"],"citation_count":12,"citation_velocity":4,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["In the previous post, we built a RAG system from scratch.","Sixty lines of Python.","Six onboarding...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"4 Silent Failures, 2 Undocumented APIs, and a Container That Crashed Because of a Missing User Directive","url":"https://dev.to/sarvar_04/4-silent-failures-2-undocumented-apis-and-a-container-that-crashed-because-of-a-missing-user-1b9n","authors":["Sarvar Nadaf"],"published_date":"2026-07-20T18:20:15Z","source":"Dev.to","summary":"What happened when I tried to deploy a CrewAI agent to AWS Bedrock AgentCore. Every error was a 200 OK. Every fix took hours to find. Here's the full debugging trail.","keywords":["devchallenge","bugsmash","ai","aws"],"citation_count":4,"citation_velocity":4,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["What happened when I tried to deploy a CrewAI agent to AWS Bedrock AgentCore.","Every error was a 200 OK.","Every fix took hours to find."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Experiments with On-device AI — What building on Gemini Nano actually teaches you","url":"https://dev.to/mohanvenkatakrishnan/experiments-with-on-device-ai-what-building-on-gemini-nano-actually-teaches-you-5deo","authors":["Mohan"],"published_date":"2026-07-17T09:14:45Z","source":"Dev.to","summary":"Chrome ships a real LLM inside the browser now — Gemini Nano, exposed through a handful of built-in...","keywords":["ai","webdev","javascript","showdev","Gemini"],"citation_count":15,"citation_velocity":3.75,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Chrome ships a real LLM inside the browser now — Gemini Nano, exposed through a handful of built-in...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts","url":"https://dev.to/xbill/porting-a-128-expert-moe-gemma-4-26b-a4b-to-aws-inferentia2-where-every-rank-weighted-the-wrong-2ege","authors":["xbill"],"published_date":"2026-07-17T13:29:28Z","source":"Dev.to","summary":"The MoE was the hard one: a dual-path FFN, a sparse expert loop that won't trace, and a bug where the device output was empty while the CPU reference was perfect and every unit test passed.","keywords":["machinelearning","aws","ai","python"],"citation_count":14,"citation_velocity":3.5,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["The MoE was the hard one: a dual-path FFN, a sparse expert loop that won't trace, and a bug where the device output was empty while the CPU reference was perfect and every unit test passed.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Instrumenting an AI-Powered GitHub Analyzer with OpenTelemetry and SigNoz","url":"https://dev.to/divyasinghdev/instrumenting-an-ai-powered-github-analyzer-with-opentelemetry-and-signoz-55l3","authors":["Divya"],"published_date":"2026-07-17T12:07:31Z","source":"Dev.to","summary":"This article is my submission for the Agents of SigNoz Hackathon: Blog Track, where participants...","keywords":["opentelemetry","signoz","observability","ai"],"citation_count":14,"citation_velocity":3.5,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["This article is my submission for the Agents of SigNoz Hackathon: Blog Track, where participants...."],"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":"A Koi Pond Mosaic Made from 10 Pounds of 3D Printer Waste","url":"https://www.instructables.com/A-Koi-Pond-Mosaic-Made-From-10-Pounds-of-3D-Printe/","authors":["sudo_cowsay"],"published_date":"2026-07-21T11:52:05+08:00","source":"HackerNews","summary":"","keywords":["ai"],"citation_count":3,"citation_velocity":3,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":[],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Claude might be saturating your machine","url":"https://dev.to/sidhantpanda/claude-might-be-saturating-your-machine-3h07","authors":["Sidhant Panda"],"published_date":"2026-07-16T17:53:53Z","source":"Dev.to","summary":"My laptop was sitting idle with the fan at full tilt. Nothing was running that I knew of. The culprit...","keywords":["ai","programming","claude","agents"],"citation_count":11,"citation_velocity":2.75,"novelty_score":3.2,"reproducibility_score":2.5,"core_contributions":["My laptop was sitting idle with the fan at full tilt.","Nothing was running that I knew of.","The culprit...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"My Inferentia port matched its reference token-for-token — and still output garbage","url":"https://dev.to/xbill/my-inferentia-port-matched-its-reference-token-for-token-and-still-output-garbage-16d4","authors":["xbill"],"published_date":"2026-07-17T13:29:49Z","source":"Dev.to","summary":"Porting Gemma-4 31B (dense) to AWS Inferentia2: the tensor-parallel recipe that worked at 12B collapses at 31B, NxD ModelBuilder saves it — and then a passing validation lies to your face.","keywords":["machinelearning","aws","ai","python"],"citation_count":11,"citation_velocity":2.75,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["Porting Gemma-4 31B (dense) to AWS Inferentia2: the tensor-parallel recipe that worked at 12B collapses at 31B, NxD ModelBuilder saves it — and then a passing validation lies to your face.."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"Stratagems #17: Alex Set an AI Bait. The Catch Wasn't Code — It Was Someone Who Shouldn't Have Been Watching.","url":"https://dev.to/xulingfeng/stratagems-17-alex-set-an-ai-bait-the-catch-wasnt-code-it-was-someone-who-shouldnt-have-been-4893","authors":["xulingfeng"],"published_date":"2026-07-18T01:41:25Z","source":"Dev.to","summary":"Toss out a brick to lure a jade gem. — The 36 Stratagems, Throw Out a Brick to Get a...","keywords":["ai","discuss","career","programming"],"citation_count":8,"citation_velocity":2.6666666666666665,"novelty_score":3,"reproducibility_score":2.8,"core_contributions":["Toss out a brick to lure a jade gem.","— The 36 Stratagems, Throw Out a Brick to Get 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":"With an AI agent, the answer is the last place the bug shows up","url":"https://dev.to/sara_bezjak/with-an-ai-agent-the-answer-is-the-last-place-the-bug-shows-up-4kgb","authors":["Sara Bezjak"],"published_date":"2026-07-17T07:12:34Z","source":"Dev.to","summary":"I built a pytest suite for a small AI agent - not a model that answers once, but one that plans,...","keywords":["agents","ai","security","testing"],"citation_count":9,"citation_velocity":2.25,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["I built a pytest suite for a small AI agent - not a model that answers once, but one that plans,...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""},{"title":"One line of math froze my AI agent forever. The timeout watched and did nothing.","url":"https://dev.to/himanshu_748/one-line-of-math-froze-my-ai-agent-forever-the-timeout-watched-and-did-nothing-2dma","authors":["Himanshu Kumar"],"published_date":"2026-07-19T07:54:58Z","source":"Dev.to","summary":"This is my second entry for the DEV x Sentry Bug Smash challenge. Entry #1 was a crash with a...","keywords":["devchallenge","bugsmash","python","ai"],"citation_count":4,"citation_velocity":2,"novelty_score":3,"reproducibility_score":2.5,"core_contributions":["This is my second entry for the DEV x Sentry Bug Smash challenge.","Entry #1 was a crash with a...."],"key_techniques":[],"code_snippet":"","architecture_diagram":""}]