Blog
Notes from building Stoicsoft. Tools, processes, and the occasional rant about software that wastes your time.
Showing 31–40 of 44 · Page 4 of 5
engineering· May 6, 2026· 7 min readHard Spend Caps Are the Missing Safety Rail for Long AI Agent Sessions
Usage dashboards explain the bill after the damage is done. Long-running AI agent workflows need hard stop budgets before they start.
engineering· May 6, 2026· 7 min readThe Planner-to-Executor Handoff Format That Keeps Multi-Agent Coding Work on Track
When planning and implementation blur together, quality drops. A compact handoff format keeps multi-agent coding work scoped, testable, and recoverable.
engineering· May 5, 2026· 7 min readWhy Your AI Coding Bill Tripled — and the Four Guardrails That Prevent It
Most AI cost spikes are detectable in advance — if you've configured the guardrails. Daily caps, session ceilings, visible meters, audit logs.
engineering· May 5, 2026· 7 min readPlanner/Executor Patterns for Composer 2 (and Any Agent-Style AI Coder)
Agent-style coding tools burn tokens fast. Scope, plan, cap, and verify — the four-step pattern that keeps quality high and cost contained.
engineering· May 5, 2026· 8 min readCompliance-First AI Development: A Checklist for Regulated Teams
If your code touches HIPAA, PCI, GDPR, or SOC 2 data, AI coding tools become a compliance question. A defensible one-page checklist.
engineering· May 5, 2026· 6 min readHow to CI-Validate Your CLAUDE.md Across Every Repo
CLAUDE.md drifts silently across repos. A 30-line bash CI check catches it before policy gets quietly deleted.
engineering· May 5, 2026· 6 min readThe Five-Field Template That Stops Billing Tickets From Escalating
Billing escalations don't escalate because of the original error — they escalate because of the response gap. A structured template that closes the gap.
engineering· May 5, 2026· 7 min readModel and Cost Controls Belong in Your AI IDE's Defaults, Not Buried in Settings
Sensible defaults for tier-by-task, session ceilings, and visible cost meters turn AI tools from runaway-spend risks into predictable line items.
engineering· May 5, 2026· 6 min readContext Reset Patterns for Long AI Coding Sessions
Long AI sessions drift. The fix isn't a bigger context window — it's three explicit reset patterns and a habit of curation.
engineering· May 5, 2026· 6 min readWhy Short Diagnostic Commands Beat Long AI Explanations
Five-second commands beat 200-word advisory blocks for the first turn of any debugging conversation. The principle and what it means for AI assistants.