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Ideas, analysis, and independent articles from the channel and its episodes.
Blog RSSArchitecture lessons from Habitat: from a Python library to a distributed service, asyncio tail latency, LIFO/FIFO pooling, Envoy, deliberately constrained APIs, and a Rust migration.
A practical guide to installing Git AI, attributing lines generated by Codex and other agents, using AI blame and stats, preserving attribution through merges, and turning agent activity into useful engineering metrics.
Dario Amodei warns that swarms of AI agents could become a massive threat to the internet. What is demonstrated, what remains an extrapolation, and how this changes the secure design of autonomous agents.
What fuzzing really means for AI-generated code, how it differs from property-based testing, and how to integrate it into CI to catch crashes, hangs, edge cases, and regressions before production.
What changes with GPT-Live-1 compared with the STT→LLM→TTS pipeline, and how to use it with WebRTC, WebSockets, backend delegation, tool calling, transcripts, and interruption handling.
A practical architecture for turning calls and messages into agent tools: CLI, MCP, events, idempotency, policies, observability, and real-world use cases.
How Soviet problem books, mathematical circles, and books such as Demidovich and Irodov fit into a problem-first culture of trying, failing, comparing solutions, and extracting reusable ideas.
What persist-credentials really does, how actions/checkout changed in v6, and how to reduce credential exposure without breaking git push, tags, or legitimate automation.
A practical guide to separating ChatGPT credits from API credits, running Codex with API billing, using `codex login --with-api-key`, and configuring Linux automation without exposing credentials.
ArrowJS proposes something more interesting than a tiny framework: run agent-generated UI inside QuickJS/WASM, keep DOM ownership and authority in the host, and expose only explicitly allowed tools.
A practical guide to `set -euo pipefail`, its traps around pipelines, conditionals, and subshells, plus useful Bash options such as `-x`, `-E`, `-C`, `-a`, `-f`, and `-n`.
A practical case study in building a conservative `/tmp` cleanup tool: candidate discovery, recursive age checks, open-file detection, permission failures, and race-window reduction before `rm -rf`.
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