Tag
Human Authorization
Governed AI Remediation: Fixing Software Without Losing Control
Why remediation is the hardest part of autonomous reliability, and how enterprises can adopt AI fixes safely.
Enterprise AI Agents Need Control Planes
As agents move from assistants to operators, enterprises need control planes. Reliability is the right place to start.
The 2026 State of Autonomous Remediation: From Suggestion to Governed Fix
Autonomous remediation is the next frontier beyond test generation. Why governed fixing, not unsupervised autonomy, is the only version enterprises will adopt in 2026.
Agents Propose, Humans Authorize: A Reference Architecture for Governed Autonomy
A reference architecture for letting agents act on production safely: the four control surfaces, policy, approval, evidence, attribution, and how they wire into the loop.
Rollback-First Remediation: Designing Fixes You Can Always Undo
Safe autonomous fixing means every change ships with a pre-validated undo path. A platform engineer's guide to rollback-first remediation patterns and the autonomy they unlock.
From Alert to Verified Fix: Walking the Five-Step Reliability Loop Through One Incident
A narrated walkthrough of one fintech payments incident through the five-step reliability loop, Understand to Verify, showing exactly where governance and human authorization enter.
The Audit Trail Is the Product: Evidence-Grade Logging for Autonomous Agents
Why the audit trail is the primary system of record for autonomous agents in fintech, and how to make it evidence-grade: attributable, complete, and tamper-evident.
The Governed-Autonomy Readiness Checklist for Regulated Industries
A pre-deployment checklist for compliance and risk officers evaluating governed autonomous agents in healthcare: policy-as-code, scoped permissions, signed capsules, attribution, and a kill switch.
Governing Customer-Owned Agents: Control-Layer Patterns for Mixed Agent Fleets
A platform engineer's guide to governing mixed agent fleets: how one control plane authorizes your agents and vendor agents alike, without trusting either by default.
Six Ways Automated Fixes Go Wrong (and the Guardrails That Stop Them)
Automated fixes fail in predictable ways: cosmetic patches, regression cascades, flaky reverts, scope creep, conflicts, unverified merges. The guardrails that stop each.
Glossary of Governed Autonomy: Policy, Approval, Attribution, and Blast Radius
A precise glossary of governed autonomy for engineering leaders: define policy, approval, attribution, and blast radius so you can evaluate agent control planes on substance.
How to Measure Governance Overhead Before It Kills Your Velocity
Governance that can't prove its value gets dismantled. Three KPIs, approval latency, override rate, and blast-radius-contained incidents, show whether controls help or just slow you down.
Scoping the Blast Radius: Using the System Graph to Contain Every Remediation
How dependency-aware remediation uses the System Graph to bound a fix's blast radius, so an autonomous patch can never silently break an upstream or downstream service.
Separation of Duties for AI Agents: Who Proposes, Who Authorizes, Who Is Accountable
A CISO's framework for applying separation of duties to AI agents: why the proposing agent can never authorize its own change, and who stays accountable.
Approval Gates That Don't Become Bottlenecks: Designing Autonomy Tiers for Engineering Teams
A practical guide for engineering managers to design read-only, propose-only, and auto-apply-with-rollback autonomy tiers that add confidence without adding queue time.
Why 80% of Developers Bypass Policy, and What That Means When the Developer Is an Agent
~80% of developers bypass policy. When the developer is an agent, advisory governance becomes a threat model. Why control must move to the action layer.
Kill Switches and Circuit Breakers: Designing Graceful Stand-Down for Reliability Agents
An SRE's guide to designing kill switches, circuit breakers, and graceful stand-down so reliability agents fail safe instead of failing open.
Reproduce Before You Remediate: Why the Hardest Fix Starts With a Faithful Repro
Most automated fixing fails at reproduction, not the patch. Why a faithful, deterministic repro is the gate every governed fix must clear first.
Single-Shot AI Code Fixers vs Governed Remediation Fleets: A Buyer's Comparison
Single-shot AI patch tools versus governed remediation fleets that reproduce, scope, and verify under human authorization. A buyer's comparison for CTOs.
Remediating Inside the Enclave: Governed Fixing With Signed Edge Runner Capsules
How regulated and public-sector teams get autonomous remediation inside customer-controlled boundaries: signed Edge Runner capsules, governed fixing, audit-ready evidence, no data egress.
How to Build a System Graph From the Tracing and Catalogs You Already Have
A platform engineer's guide to bootstrapping a live system graph from service catalogs, traces, CI/CD config, and ownership data, then curating typed edges.
When Should an Agent Defer? Confidence Scoring and Human Authorization for Remediation
A confidence-and-criticality matrix for deciding when an agent auto-applies a fix, waits for approval, or escalates to a human. An SRE's playbook for governed remediation.
The Remediation Metrics That Matter: Mean-Time-to-Governed-Fix, Revert Rate, and Recurrence
MTTR rewards fast diffs, not safer systems. Govern autonomous remediation on mean-time-to-governed-fix, revert rate, recurrence, and reachable-risk instead.
