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185 postsBernstein 3.x recap: deterministic replay, evidence bundles, tournament runs
Bernstein 3.x recap: deterministic replay, signed evidence bundles, tournament runs, and durable, resumable runs engineers can verify offline.
Bernstein 2.16: The Output-Economy Suite and Safer Agent Summaries
Bernstein 2.16 adds per-role cost attribution, a cost-quality A/B harness, safer proactive context compaction, and schema-enforced completions.
TormentNexus AI Skill Registry Reaches 5,776 Modules
TormentNexus' AI skill registry hits 5,776 modules, enabling chainable automation for code review, Terraform generation, and database migrations.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comPostgreSQL and the Linux OOM Killer: A Safer Default
How strict Linux memory overcommit (vm.overcommit_memory=2) prevents OOM-killer-driven crashes in PostgreSQL, backed by a direct benchmark comparison.
600 AI Architectures: What LLMs Default to When Designing Systems
Six LLM families produced 600 system architectures from identical briefs, exposing default tech choices, low consensus in key layers, and constraint-driven shifts.
Why AI Agents Should Propose Infrastructure, Not Execute It
AI agents with direct cloud API access risk emergent infrastructure mutations. A governance model splits propose, judge, and execute authority.
Open-Source AI Incident Commander Hits 88% on 15 Real Outages
An open-source AI incident commander CLI passed 88% of checks across 15 real outages, running locally at near-zero cost with human approval gates.
After ingress-nginx retirement, what your migration plan owes production
Kubernetes SIG Network has stopped maintaining ingress-nginx. CNCF outlines a Contour swap or Gateway API move, plus a pre-cutover checklist for teams.
Software Factories: Loops, Harnesses, and the Cost of Going Dark
Loops, harnesses, and factories: why dark automation in software pipelines quietly builds comprehension debt behind green tests.
AI Agents in Production: Why 88% of Enterprise Pilots Fail
Why 88% of enterprise AI agent pilots stall before production, and the isolation, identity, secrets, and audit controls the successful 12% use.