AI Intelligence Archive
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A 30-day case study of four coding agents on one repository, and what to pin instead of writing...
Source: DEV Community
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A 30-day case study of four coding agents on one repository, and what to pin instead of writing...
Source: DEV Community
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Liquid syntax error: 'raw' tag was never closed
Source: DEV Community
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Your Read-Only Bot Isn’t Read-Only Safe
Somebody on r/kubernetes asked the question properly this week: what should a read-only debugging bot...
Source: DEV Community
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The 3 A.M. Chai Rule: Replace 40 Flapping Alerts with Three Real SLOs
The big observability vendors just admitted out loud what every on-call engineer has known for ten...
Source: DEV Community
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Prose Does Not Bind Agents: Four Safeguards That Fail the Build
Four safeguards that fail a build when coding agents break them, from a 30-day case study on one repository, with every figure reproducible.
Source: DEV Community
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We built a ChatGPT-style chat with no AI framework
We built the AI chat in Sybill by hand, with ChatGPT as our reference. In January 2025 we started...
Source: DEV Community · ChatGPT
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Your Prometheus Is Hoarding. Time for a Funeral Policy.
Every dead metric is a bill you’re still paying. I know, you’re tired. Tired of dashboards that...
Source: DEV Community
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29% of Your Cloud Bill Is Waste. Start With the Graveyard.
You’re paying rent on servers everyone forgot. Cloud waste just did something it hasn’t done in...
Source: DEV Community
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Why Your Airflow Tasks Fail at 3 AM (And Why Re-Running Them Is a Trap)
One outage, four suspects — interrogate in order. Pull up a chair, grab a cup of chai, and let us...
Source: DEV Community
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Your LLM Is Not a Security Boundary: Auditing Agent Tools for eval() and Path Sinks
In May 2026, Microsoft's security team published two remote-code-execution issues in its own agent...
Source: DEV Community
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Thirty seconds in one job: what Seedance 2.5's controls actually do
Answer: Seedance 2.5 renders clips from 1 to 30 seconds at 480P, 720P and 1080P, billed per output...
Source: DEV Community
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What gets refused on Seedance, and how the two review layers differ
Answer: Seedance reviews a job twice. Layer 1 screens the prompt before any task exists — a clear...
Source: DEV Community
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What unshare -n leaves behind: building a boundary for an AI recon agent
Why the boundary has to hold My AI agent's sandbox passed all 13 of its isolation tests on...
Source: DEV Community
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I gave my social media scheduler an MCP server. Here's what I learned building it.
Social media scheduling is the kind of task AI agents should be perfect at. It's structured (a...
Source: DEV Community
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Same model, same chip, 27 apart: the runtime path is the performance
YOLOv11-N on a Qualcomm Dragonwing RB3 Gen 2 (QCS6490), measured on Qualcomm AI Hub's real-device...
Source: DEV Community
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Your AI agent's token bill is mostly input. Here is the field guide to cutting it.
Your AI agent's token bill is mostly input. Here is the field guide to cutting...
Source: DEV Community
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Whisper on the RK3588 NPU: the encoder offload works — everything around it is the real lesson
Status: encoder offload merged into a working whisper.cpp path on an RK3588 board, transcription...
Source: DEV Community
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Training MoE Models Is Complicated. Hugging Face Just Wrote the Manual.
I've spent a fair amount of time recently experimenting with Mixture of Experts (MoE) models on my...
Source: DEV Community · Hugging Face
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PrivaSearch: private AI search with SearXNG and a local LLM
I wanted AI-synthesized search answers without sending my queries to anyone. PrivaSearch is the...
Source: DEV Community
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Making browser perception cheap for LLM agents: snapshots, caching and diffs
Most "give the model a browser" setups hand it one of two things: a screenshot, or a dump of the full...
Source: DEV Community
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We are all excited about bringing new agents online. I am thinking about retiring one, how do you go about it?
Nobody Writes About Retiring an Agent. Here's the Checklist. ...
Source: DEV Community
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Nobody Writes About Retiring an Agent. Here's the Checklist.
Nobody Writes About Retiring an Agent. Here's the Checklist. We have onboarding docs for...
Source: DEV Community
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Frontier LLM prices sat flat all October. Then two cheaper flagships took seats, and one doubles on December 1
The LLM Price Index didn't move once in October. Same ten flagships, same ten list prices, from...
Source: DEV Community
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Production Problems in RAG and How to Solve Them
Indexing a document is easy. Keeping millions of vectors in sync with documents that keep changing is the real job. Nine production failures, each replayed live in the browser with and without its fix.
Source: DEV Community
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Your Agent's Endpoint Runs 101 Queries. A Query-Count Test Fails the Branch First
Agent-written list endpoints pass every test and still load each row's relation in a loop. Seed 100 rows, count the queries, fail the branch at 101.
Source: DEV Community
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My Incident Bot Offered to Break Production. One Click Away.
My Incident Bot Offered to Break Production. One Click Away. On Sunday morning my incident...
Source: DEV Community
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AnyModelBot Splits Local Agent State From Remote Inference
AnyModelBot keeps agent state on a user’s machine while sending model requests to Modelflare or vendors, making its privacy boundary route-dependent.
Source: DEV Community
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Cloudflare’s AI Agent Monetization Signals a New Layer of Search Discovery
Cloudflare’s emerging AI monetization products point to a meaningful change in how content may be...
Source: DEV Community
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We benchmarked SQLite, ObjectBox, and ToStore for On-Device RAG in Flutter: 5-dimension results & architecture comparison
Flutter On-Device RAG and Vector Search Deep Dive: SQLite, ObjectBox, or ToStore? A...
Source: DEV Community
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Metrics for Your AI Workers: Build a Personal Agent Benchmark
Public leaderboards measure someone else's tasks. Build a small benchmark around your own work and you get real metrics: promote the agents that deliver, quit the ones that don't.
Source: DEV Community
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GPT-5.4 Followed a README 2.6x More Than the Same Line in Code. Review Docs Like Code
In a new paper, a GPT-5.4 agent followed an injected instruction 2.6x more often in a README or TODO than in code or data. Give instruction files code review.
Source: DEV Community · GPT
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Tape the Model, Test the Code
How many pull requests went red this month for reasons that had nothing to do with the diff inside...
Source: DEV Community
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The Null Run Is the Cheapest Control in Your Benchmark
A benchmark number is a claim, and a claim is only as strong as the control that could have falsified...
Source: DEV Community
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My coding agent burned tokens in a loop. So I built it a brake.
My coding agent burned tokens in a loop. So I built it a brake. Here's a failure mode...
Source: DEV Community
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The Half-Sentence Workshop: Making Streamed Model Output Safe to Stop
A support ticket arrived with a screenshot of a form that said status: complete. Underneath it sat a...
Source: DEV Community
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12 Keys You'll Press Every Hour in Claude Code, Codex and Antigravity CLI
Esc, Esc Esc, Shift+Tab, Ctrl+G and eight more, side by side for three CLI agents. Same key, different job: Ctrl+K approves a subagent in one of them.
Source: DEV Community · Claude
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I Let AI Write My Whole Practice Project. Then I Rebuilt It From a Blank File. The Difference Scared Me.
Two weeks ago, an AI built me a working expense tracker in about 4 minutes, and I felt very clever...
Source: DEV Community
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The config that runs before your model wakes up — a poisoned MCP setup, dissected
A prompt injection has to convince a model. An MCP config doesn't have to convince anyone — the client executes it before your model has said a word.
Source: DEV Community
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How much does it cost to run a text game with LLMs
AI costs are confusing. Providers give you a lot of numbers and nothing to actually know how much you are going to pay in the long run. There is no point in these input/cached/output token prices if you have no idea how many reasoning toke…
Source: DEV Community