Wasyra Engineering

A high benchmark score does not authorize a legacy migration. Seven gates turn code translation into evidence of parity and rollback.

Running the model on device does not make the whole agent offline or secure. These five boundaries turn the local promise into a verifiable decision.

Five decisions for measuring a code reviewer with representative PRs, auditable ground truth, honest metrics, and production validation.

Five gates for letting an agent operate on repositories with short-lived tokens, least privilege, safe transport, and verifiable recovery.

GPT-6 adds prompt-caching diagnostics and controls. Five decisions for reducing repeated work without hiding costs, failures, or isolation.

Microsoft proposes offloading robot inference to edge or cloud. Six decisions for gaining capacity without handing safety to the network.

Claude Opus 5.5 changes reasoning, tools, and progress. Five gates for migrating agents with evidence, controlled cost, and rollback.

Grok 4.7 changes state handling in the Responses API. Five criteria for preserving context, evaluating continuity, and controlling integration risks.

Claude Code adds AGENTS.md support. Five criteria for sharing instructions while preserving scope, reproducibility, and control over changes.

Copilot Code Review expands its shell tools. Five criteria to verify findings, constrain access and evaluate reviews through reproducible evidence.

The Agents API beta brings Codex infrastructure to applications. What to evaluate about state, permissions and recovery before operating agents.

GitHub adds preferences to Copilot Auto. A practical framework for testing real tasks, measuring rework and deciding when to escalate review.

What to review in architecture, security, data, debt, observability, and delivery before buying, investing in, or scaling a B2B SaaS.

How to split SaaS modernization by routes, contracts, data, and operations to reduce risk without freezing sales or delivery.

Pure DevOps hit the ceiling. The new normal is an IDP with golden paths, embedded AI, policy-as-code, and FinOps as part of the pipeline. What to build and when.

Top models hit 70%+ on SWE-Bench Verified and just 23% on SWE-Bench Pro. How to read these numbers before committing budget to an agent.

The copilot moved from IDE feature to permanent colleague. Team metrics shifted from velocity to time in flow + clean-review rate.

Apache Iceberg won. CDC with Debezium, Flink streaming, and catalogs like Polaris or Unity are the new spine. What to keep, what to adopt, and what to measure before migrating.

Monitoring an LLM is not monitoring a microservice. Tokens, cost, variable latency, drift, and subjective quality. How to build the stack with OTel + GenAI semantic conventions + online evals.

Most large refactors fail because they try to clean everything at once. The useful approach decouples risk, routes, and ownership.