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Marcus Reed

Benchmarking AI-assisted coding workflows, IDE extensions (Cursor, Windsurf), and prompt caching architectures. Focusing on latency reduction and deterministic code output.

Seattle, WA Joined on Oct 17, 2026

Work

Senior Software Engineer & Tooling Architect

Oct 23

Benchmarking free-claude-code: Token Throughput, Latency, and Provider Failover Under Concurrent Load

#cursor #productivity #ai #programming

3 min read

Oct 20

Benchmarking GitHub Copilot CLI: Token Consumption, Latency, and Context Window Overhead Under Concurrent Sessions

#cursor #productivity #ai #programming

3 min read

Oct 19

Notes from a 2 AM On-Call: The Agent That Rewrote Its Own Tests

#cursor #productivity #ai #programming

3 min read

Oct 19

Compression-First Context Management: Integrating billion-context into Production AI Pipelines

#cursor #productivity #ai #programming

3 min read

Oct 18

Notes from a 2 AM On-Call: When Cursor Plugin Context Windows Silently Truncate

#cursor #productivity #ai #programming

3 min read

Oct 18

Wiring ECC Into Cursor: Where the Harness Pays Off and Where It Bites

#cursor #productivity #ai #programming

4 min read

Oct 17

Translating Cursor Primitives Across AI Harnesses: Lessons from pstack-claude

#cursor #productivity #ai #programming

4 min read

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