9 min read
Local Code Graphs Are the Agent Context Layer
CodeGraph builds a local, queryable repo map that coding agents reach through MCP. The win is faster orientation, fewer wrong files and better review receipts.
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Deep dives into AI agents, coding tools, and building with LLMs.
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8 min read
AI Agent PMF Is a Cost Control Problem Now
AI agent PMF turns cost into the bottleneck. How cost attribution, budget gates and workflow design keep agent fleets from causing surprise spend.
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8 min read
AI Chat Fatigue Is a Workflow Design Bug
AI chat fatigue is a workflow design bug: chat is easy to launder into fake work. The fix for developer teams is verifiable workflows, not chat polish.
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8 min read
Coding Agents Need Codebase Maps, Not Bigger Prompts
Codebase knowledge graphs for Claude Code, Codex, and Cursor are trending. Why the useful version is a map that guides agent planning, editing, and review.
7 min read
Claude Knowledge Work Plugins Turn Agent Setup Into Team Infrastructure
Claude knowledge-work plugins bundle skills, connectors, slash commands and sub-agents by job function, turning personal prompts into team infrastructure.
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8 min read
Constraint Decay Is the Coding Agent Bug Nobody Can Prompt Around
Constraint decay: coding agents pass loose backend tasks, then fail as architecture, database and ORM constraints pile up. The fix is executable constraints.
7 min read
Reasonix Shows the Next Coding Agent Fight Is Cache Discipline
Reasonix builds a DeepSeek coding agent loop around prefix caching. When cache discipline keeps long sessions cheap, and when it fights the harness.
6 min read
CLI-Anything Turns Any Software Into an Agent-Ready Command Line
CLI-Anything auto-generates a tested CLI harness from source code so AI agents can drive desktop software that has no agent-ready interface.
8 min read
12-Factor Agents: Production Principles for Reliable AI Agents
12-Factor Agents turns AI agent reliability into a checklist: own prompts, context, tools, control flow, state, human approval and observability.
8 min read
AI Security Scanners Move the Bottleneck to Triage
AI security scanners find vulnerability candidates faster than teams can verify, disclose and patch them. Why triage is now the real bottleneck.
7 min read
Models.dev Makes Model Routing Feel Like Infrastructure
The models.dev project is trending because AI teams need one boring source of truth for model specs, pricing, context windows, modalities, and tool support.
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8 min read
Multi-Stream LLMs Hint at the Next Agent Architecture
Multi-Stream LLMs argue agents are bottlenecked by single chat streams. The practical takeaway: design agent runtimes around separated channels now.
Showing 901-912 of 1198 articles
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