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Coding Got Faster. Verification Became the Bottleneck

Coding Got Faster. Verification Became the Bottleneck

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7 min read
Cassette the Tool Layer and Replay Agent Runs Offline

Cassette the Tool Layer and Replay Agent Runs Offline

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5 min read
A Vibe Coding Workflow That Ships: Plan, Code, Test, Deploy

A Vibe Coding Workflow That Ships: Plan, Code, Test, Deploy

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5 min read
Human Preference Tuning for Small VLMs: SmolVLM2 + DPO in Transformers 5.12.1

Human Preference Tuning for Small VLMs: SmolVLM2 + DPO in Transformers 5.12.1

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10 min read
Testing FastAPI with pytest, async SQLAlchemy and a real PostgreSQL

Testing FastAPI with pytest, async SQLAlchemy and a real PostgreSQL

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8 min read
Declared Fallbacks or Nothing: The Dry-Run Test a Pairing Session Produced

Declared Fallbacks or Nothing: The Dry-Run Test a Pairing Session Produced

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6 min read
Build a 24-Case Regression Suite for a Free Model Endpoint: A 90-Minute Team Lab

Build a 24-Case Regression Suite for a Free Model Endpoint: A 90-Minute Team Lab

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7 min read
Freeze the Call Tape, Not Just the Output: A Characterization Test for Order-Dependent Refactors

Freeze the Call Tape, Not Just the Output: A Characterization Test for Order-Dependent Refactors

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6 min read
Same-Model Self-Review Is a Blind Spot: A Cross-Model Review Protocol for Agent PRs

Same-Model Self-Review Is a Blind Spot: A Cross-Model Review Protocol for Agent PRs

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7 min read
A Field Guide to Stopping a Free Model Tier

A Field Guide to Stopping a Free Model Tier

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5 min read
Stop Peeking at Run Five: A Sequential Stopping Rule for Free-Tier Agent Benches

Stop Peeking at Run Five: A Sequential Stopping Rule for Free-Tier Agent Benches

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7 min read
Calibrate the Task Set Before You Scale the Run

Calibrate the Task Set Before You Scale the Run

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6 min read
Fixtures Rot: Put a Staleness Gate in Front of Your Model-Backed CI

Fixtures Rot: Put a Staleness Gate in Front of Your Model-Backed CI

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8 min read
Retry the Cheap Model or Escalate? A Decision Rule for Failed Agent SQL Drafts

Retry the Cheap Model or Escalate? A Decision Rule for Failed Agent SQL Drafts

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6 min read
Three Gates Before You Pay for Inference: A Parity Probe Decision-Guide

Three Gates Before You Pay for Inference: A Parity Probe Decision-Guide

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6 min read
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