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PUBLIC CONTRIBUTOR
LM

Lance Martin

Anthropic engineering co-author

Named on Anthropic’s engineering article. Attribution is to this published contribution, not a verified current job title.

Affiliation recorded at 2026-04-08. Attribution source

Reviewed contributions

01

Separate agent state from the work it runs

Anthropic describes separating the session, agent harness, and execution environment so each can recover independently.

LMLance Martin · GCGabe Cemaj · MCMichael Cohen · Published Apr 8, 2026
Primary source checkedReviewed Sep 17, 2026
What this means for your build

If you are building a long-running agent, review failure recovery and how you persist its session.

Company-authored technical explanation. Its reported results are not an independent benchmark.

Original source
Why this ranks here 75/100
Topic relevance 30% weight
50/100

General audience fit; choose a topic to personalize.

Evidence 25% weight
100/100

Primary source checked

Actionability 20% weight
100/100

If you are building a long-running agent, review failure recovery and how you persist its session.

Originality 15% weight
100/100

Original contribution; repeated links count as one source.

Freshness 10% weight
0/100

Based on original publication, not our review date.

Editorial priority, not a probability or trust score. How ranking works

Connected opportunities

Editorial connections by topic. These do not imply the speaker endorses a program or that you qualify.

01

Claude for Startups · API credits

API credits, amount reviewed individually

Details need confirmationReview conditions before applying
Why this ranks here 30/100
Relevance 35% weight
50/100

General audience fit; eligibility is checked separately.

Practical value 25% weight
50/100

API credits, amount reviewed individually

Timing 20% weight
0/100

Timing or availability needs confirmation.

Action clarity 20% weight
0/100

Official action link. Individual conditions still need checking.

Editorial priority, not a probability or trust score. How ranking works

02

Claude Code: Advanced

Advanced developer workshop

Details need confirmationRecurring series; choose a session at the source
Why this ranks here 30/100
Relevance 35% weight
50/100

General audience fit; eligibility is checked separately.

Practical value 25% weight
50/100

Advanced developer workshop

Timing 20% weight
0/100

Timing or availability needs confirmation.

Action clarity 20% weight
0/100

Official action link. Individual conditions still need checking.

Editorial priority, not a probability or trust score. How ranking works

03

Claude Code

Included with paid Claude plans; API billing is separate

Check your fitReview conditions before applying
Why this ranks here 50/100
Relevance 35% weight
50/100

General audience fit; eligibility is checked separately.

Practical value 25% weight
50/100

Included with paid Claude plans; API billing is separate

Timing 20% weight
50/100

Based on a usable confirmed window; rolling offers receive 50.

Action clarity 20% weight
50/100

Official action link. Individual conditions still need checking.

Editorial priority, not a probability or trust score. How ranking works