Featured
Brnchost VPS/VDS Hosting Review: contract terms, traffic rules, and risk posture
An operations and contract-focused review of Brnchost, with attention to traffic limits, abuse rules, billing uncertainty, and trial discipline.
Noer｜AI engineering and indie product notes
High-signal notes on building, operating, and understanding modern tools.
Product management after AI absorbs the paperwork
A grounded operating view of what remains when AI handles PRD drafts, meeting cleanup, competitive research, and other repetitive product work.
The missing control plane in web research agents
Why a research agent should separate discovery, evidence retrieval, archive scope, and media processing instead of hiding everything behind one crawler.
Flowix and the operational boundary for CLI and MCP agents
Flowix turns a local Markdown workspace into a stable document boundary for agent work, with tighter context selection, inspectable outputs, BYOK controls, and clear adoption limits.
Firecrawl pdf-inspector is strongest as a confidence-aware OCR router
pdf-inspector shines when you use its CLI and APIs to inspect outputs, route only the needed pages to OCR, and handle confidence, encoding, and layout failures before they spread.
Hermes, Obsidian, and the governance boundary for agent memory
A practical governance model for separating Obsidian notes, Hermes memory, session history, reusable SKILL.md files, review gates, permissions, and cron risk.
Codux Credential Isolation and the Governance Problem of Remote AI Terminals
A security and governance review of Codux: codux-ssh, codux-db, read-only database profiles, P2P relay trust, remote hosts, and operational threat modeling.
Google’s coding feedback loop and the cautious rollout of AI Search
A governance reading of Google’s coding gap, rapid agent feedback, and the slower, more cautious path to AI Search.
Aliens Eye is a triage engine, not an identity oracle
A security-minded review of Aliens Eye: what its 840-plus-site username scan can establish, what it cannot, and how to keep OSINT collection authorized and auditable.
Free-for.dev is a shortlist, not a promise of zero-cost production
A critical guide to reading free developer tiers, verifying current terms, and separating prototype savings from operational risk.
OpenSRE is a useful incident lab before it is an autonomous SRE
OpenSRE combines AI incident investigation, evidence-backed RCA, synthetic scenarios, and production integrations. Here is how to test its real operational value.
Operating Baidu Unlimited-OCR: Transformers, vLLM, SGLang, and the Evidence Trail
An operations-focused guide to running Baidu Unlimited-OCR with clear GPU assumptions, serving choices, batch controls, observability, and validation gates.
An account-security review of token extraction and zero-price checkout claims
Why a workflow that exports session state to a third-party checkout tool is an account and payment-security risk, not a legitimate subscription shortcut.