7 min read
Claude Outages Are a Workflow Design Problem
Claude outages and 529 overloads test your AI coding workflow. Design for them with small task slices, receipts, model-switch paths and local artifacts.
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Deep dives into AI agents, coding tools, and building with LLMs.
1194 articles844 topics
8 min read
Anthropic Claude Tag Turns Slack Into a Shared Agent Workspace
Claude Tag brings Claude into Slack for Team and Enterprise users. What shared agent identity, channel context and team-visible work mean for developers.
8 min read
Codex-Maxxing: How to Run Long-Running Codex Workflows Without Losing the Plot
Codex-Maxxing done right is bounded autonomy: AGENTS.md, small worktrees, explicit stop conditions and review checkpoints for long-running Codex workflows.
8 min read
Cybersecurity Skills for AI Agents Are Becoming Runtime Infrastructure
AI agent cybersecurity skills: what a framework-mapped skills library on GitHub Trending signals, and why provenance, tests and abuse boundaries come first.
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Envoy AI Gateway 1.0 Makes LLM Routing an Infrastructure Decision
Envoy AI Gateway 1.0 moves LLM routing into infrastructure. When an Envoy-based gateway beats direct SDK calls, LiteLLM, OpenRouter, or a hosted AI gateway.
7 min read
F3 Is a Reminder That File Formats Are Becoming Runtime Contracts
F3 is a research prototype file format with embedded Wasm decoders. Why it will not replace Parquet soon, and why data files are becoming runtime contracts.
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8 min read
GitHub Copilot CLI, BYOK, and AI Credits: The New Cost-Control Stack
GitHub Copilot CLI, BYOK model routing and AI credit metrics from the June updates turn Copilot into a governed agent platform. What teams should do now.
7 min read
GLM-5.2 Local Deployment: Running Z.ai's 744B Model on Consumer Hardware
Run GLM-5.2 locally with Unsloth dynamic quantization: hardware math for a 256GB Mac or 24GB GPU, quantization tradeoffs and lessons from the HN thread.
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LangChain Rubrics Make Agent Evals Part of the Runtime
LangChain rubrics for Deep Agents bring evals into the agent loop. Self-correction works only when rubrics are versioned, executable and checked by humans.
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Local Coding Agent Workspaces Are the New IDE Surface
Local coding agent workspaces wrap Claude Code, Codex and Copilot CLI with memory, diff gates and rollback. Why the workspace is becoming the product.
7 min read
In Praise of Memcached: Why Simpler Caching Might Be Better
Memcached vs Redis for caching: the architectural case that memcached's constraints are a feature, the HN pushback, and when you need either one.
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8 min read
Mistral OCR 4 and Unlimited OCR Make Document Parsing an Agent Runtime Choice
Mistral OCR 4 and Baidu's Unlimited OCR turn document parsing into a runtime choice for agents - cost per page, layout, confidence scores and self-hosting.
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