← back to report

nilbuild/developer-roadmap

// all events — 2026-07-31

Type AI Score Description Actor Reason Date
commit 1.00 feat(claude-code): add MCP vs Skills video to skills topics Commit message contains explicit AI assi 2026-07-13
commit 1.00 Fix dead neptune.ai blog links (#10142) Commit message contains explicit AI assi 2026-07-10
commit 1.00 fix(ai-quiz): cap verify payload question length (#10026) Commit message contains explicit AI assi 2026-06-25
pr 1.00 feat: add Buildkite as CI/CD tool to DevOps roadmap Explicitly marked as AI-generated (Claud 2026-07-28
pr 1.00 feat(server-side-game-developer): add resource links to all PR body explicitly mentions AI collabora 2026-05-22
pr 1.00 feat(product-manager): add 3 quality resource links to all 1 PR body explicitly mentions AI collabora 2026-05-22
pr 0.85 Modify resouces related to data-engineer roadmap git and git Nearly identical, polished phrasing repe 2026-05-20
pr 0.85 Modify resouces related to blockchain roadmap git node Nearly identical, polished phrasing repe 2026-05-20
pr 0.85 Modify backend roadmap resources of version control and git Nearly identical, polished phrasing repe 2026-05-07
pr 0.85 Modify backend beginner roadmap resources related to version Nearly identical, polished phrasing repe 2026-05-07
pr 0.85 Modify resouces related to android roadmap git node Nearly identical, polished phrasing repe 2026-05-20
pr 0.75 Modify resouces related to software architect roadmap git no Repetitive, ChatGPT-like phrasing and po 2026-05-20
pr 0.75 Modify qa engineer roadmap resources related to git and vers Nearly identical to 1, formal tone and f 2026-05-20
pr 0.75 Modify mlops roadmap resources related to git and version co Repeats same structured and overly forma 2026-05-20
pr 0.75 Modify ios roadmap resources related to git and version cont Matching AI-patterned language, reused e 2026-05-20
pr 0.75 modify fullstack roadmap resources of git node Identical AI-like explanations as items 2026-05-07
pr 0.75 modify resouces related to frontend-beginner roadmap git nod Reuses standard AI-style reasoning and s 2026-05-07
pr 0.75 Modify devops roadmap resources related to git and version c Highly repetitive, formulaic, and formal 2026-05-20
pr 0.75 Modify resouces related to devops-beginner roadmap git node Near-verbatim repetition of AI-sounding 2026-05-20
pr 0.75 Add and modify developer relations roadmap resources related Same ChatGPT-like structure and justific 2026-05-20
pr 0.70 Modify git-github roadmap resouces Some custom content, but ends with same 2026-05-07
pr 0.25 Add resources to ios roadmap Brief, choppy, minimal context; some err 2026-06-22
pr 0.20 add resource links to data egineer roadmap git and github no Minimal structure, lowercase, typos; lik 2026-06-22
pr 0.20 add resources links to blockchain roadmap git node Terse, some typos, lacks AI over-polish 2026-06-22
pr 0.20 add resources links to software architect roadmap git node Terse, minimal, lowercase; likely human 2026-06-26
pr 0.20 Add resources links to qa engineer roadmap Brief, minimal, lowercase; likely human 2026-06-12
pr 0.20 add details to version control node of devrel roadmap Polite but not formulaic, seems human du 2026-05-23
pr 0.20 feat(claude-code): add MCP vs Skills video to skills topics Template structure but filled with domai 2026-07-09
pr 0.20 feat: add learning resources to ai-data-scientist roadmap to Slightly formal but uses clear domain sp 2026-07-03
commit 0.10 feat(server-side-game-developer): add resource links to all Commit messages are concise and domain-s 2026-07-20
commit 0.10 feat(product-manager): add 3 quality resource links to all 1 Content is changelog style, specific, an 2026-07-20
pr 0.10 Add resources links to devops roadmap Concise, domain-specific language; no AI 2026-06-11
pr 0.10 add resources to android roadmap git node Direct, minimal human-style PR message w 2026-06-12
pr 0.10 Add resouces related to technical writer roadmap git node Spelling error and brevity are typical o 2026-05-20
pr 0.10 Add PromptTrace to AI Red Teaming lab environments Detailed, domain-specific description; h 2026-07-27
pr 0.10 Bump content sync workflows to Node 24 and pnpm 11 Structured changelog, domain-specific, n 2026-07-28
pr 0.10 Clean repository down to roadmap content and sync scripts Technical and specific summary, no AI st 2026-07-27
pr 0.10 feat(leetcode): add tries, segment tree, and fenwick tree ro Detailed and formal but technical; no cl 2026-06-25
pr 0.10 Restrict AWS cost workflow to parent repository and fix fork Well-written but straightforward; no AI- 2026-06-11
pr 0.10 ci: Enforce reproducible Green Status workflow Brief, domain-specific; sounds like huma 2026-07-17
pr 0.10 Update what-is-engineering-management@_hYN0gEi9BL24nptEtXWU. Slight grammar errors and casual tone in 2025-03-21
pr 0.10 Fix OpenAI Vision API documentation link Brief, clear fix description; no AI-styl 2026-07-14
pr 0.10 Fix dead neptune.ai blog link in MLOps roadmap Informal tone, first-person language, cl 2026-07-10
pr 0.10 Improve mobile navigation accessibility Succinct technical language, no overt AI 2026-06-29
pr 0.10 Add OopsSec Store to OWASP Top 10 & Web-Based Attacks resour Mostly human; some formal tone but uses 2026-07-01
pr 0.10 docs: update 'undefined' heading to 'AI Engineering Skills' Polite but natural tone, domain context 2026-06-29
pr 0.10 docs: add Kenya tech resources for developers Lists local resources, mentions personal 2026-07-06
pr 0.10 Fix AI quiz verify error for long questions Technical, checklist format, 'Made with 2026-05-28
commit 0.05 Add Forward Deployed Engineer path (#10057) Commit messages are terse and direct, ty 2026-06-10
commit 0.00 chore: sync content to repo (#10194) — 2026-07-31
commit 0.00 chore: sync content to repo (#10192) — 2026-07-30
commit 0.00 chore: sync content to repo (#10191) — 2026-07-29
commit 0.00 chore: sync content to repo (#10189) — 2026-07-29
commit 0.00 chore: sync content to repo (#10185) — 2026-07-28
commit 0.00 chore: sync content to repo (#10186) — 2026-07-28
commit 0.00 chore: sync content to repo (#10184) — 2026-07-28
commit 0.00 chore: sync content to repo (#10183) — 2026-07-28
commit 0.00 chore: bump ci to node 24 and pnpm 11 (#10182) Standard commit message; no AI signals. 2026-07-28
commit 0.00 chore: adjust header logo size Brief changelog entry; clear, human phra 2026-07-28
commit 0.00 fix: broken header logo Terse bug fix message; typical human sty 2026-07-28
commit 0.00 feat: clean roadmap content and sync scripts (#10181) Standard refactor log; no AI hallmarks. 2026-07-27
commit 0.00 Update resource link format for CSS borders (#10179) Both items are terse, technical, and cle 2026-07-27
commit 0.00 chore: sync content to repo (#10178) — 2026-07-24
commit 0.00 chore: sync content to repo (#10177) — 2026-07-24
commit 0.00 chore: sync content to repo (#10176) — 2026-07-24
commit 0.00 chore: sync content to repo (#10175) — 2026-07-24
commit 0.00 chore: sync content to repo (#10174) — 2026-07-24
commit 0.00 Update readme.md (#10172) No free-text or template content; neutra 2026-07-22
commit 0.00 Update EC2 instance type from t2.micro to t3.micro (#10171) Concise explanation; domain-specific, no 2026-07-22
commit 0.00 chore: sync content to repo (#10170) — 2026-07-22
commit 0.00 chore: sync content to repo (#10169) — 2026-07-22
commit 0.00 chore: sync content to repo (#10168) — 2026-07-22
commit 0.00 chore: sync content to repo (#10166) — 2026-07-21
commit 0.00 chore: sync content to repo (#10167) — 2026-07-21
commit 0.00 chore: sync content to repo (#10165) — 2026-07-21
commit 0.00 chore: sync content to repo (#10164) — 2026-07-21
commit 0.00 chore: sync content to repo (#10163) — 2026-07-20
commit 0.00 chore: sync content to repo (#10162) — 2026-07-20
commit 0.00 chore: sync content to repo (#10161) — 2026-07-20
commit 0.00 Update Agile resources in agile-model.md (#10156) Very terse, standard update commit messa 2026-07-20
commit 0.00 chore: sync content to repo (#10160) — 2026-07-20
commit 0.00 chore: sync content to repo (#10155) — 2026-07-15
commit 0.00 chore: sync content to repo (#10154) — 2026-07-15
commit 0.00 Fix OpenAI Vision API documentation link (#10151) Short, specific commit typical of human 2026-07-15
commit 0.00 Rename Gemma2 topic to Gemma (#10150) Domain-specific content, concise commit 2026-07-14
commit 0.00 Fix spacing in front of two links (#10144) Terse commit message; direct and typical 2026-07-13
commit 0.00 chore: sync content to repo (#10148) — 2026-07-13
commit 0.00 Update readme.md (#10146) Standard commit/PR titles; no stylistic 2026-07-12
commit 0.00 chore: sync content to repo (#10141) — 2026-07-10
commit 0.00 fix: add missing resource links to HTML roadmap content (#10 Succinct, technical commit; no AI hallma 2026-07-07
commit 0.00 chore: sync content to repo (#10132) — 2026-07-07
commit 0.00 chore: sync content to repo (#10131) — 2026-07-07
commit 0.00 chore: sync content to repo (#10130) — 2026-07-07
commit 0.00 chore: sync content to repo (#10129) — 2026-07-07
commit 0.00 chore: sync content to repo (#10128) — 2026-07-06
commit 0.00 chore: sync content to repo (#10127) — 2026-07-06
commit 0.00 Add OopsSec Store to OWASP Top 10 & Web-Based Attacks resour Succinct commit-style message, no AI sig 2026-07-06
commit 0.00 chore: sync content to repo (#10125) — 2026-07-06
commit 0.00 chore: sync content to repo (#10124) — 2026-07-06
commit 0.00 Fix redundancy in API Keys & Management section (#10092) Terse fix message, entirely human-typica 2026-07-06
commit 0.00 Fix Python file handling resource title (#10107) Brief title-only message, typical human 2026-07-06
commit 0.00 docs: update placeholder heading to AI Engineering Skills (# Clear, direct technical edit, domain-spe 2026-07-06
commit 0.00 Delete src/data/roadmaps/forward-deployed-engineer/content/i Human-style concise explanation of a rep 2026-07-06
commit 0.00 docs: fix typo in JavaScript example (#10115) Minimal typo fix, totally human pattern. 2026-07-06
commit 0.00 feat: add learning resources to ai-data-scientist roadmap to Domain-specific, follows content guide, 2026-07-06
commit 0.00 chore: sync content to repo (#10114) — 2026-06-30
commit 0.00 chore: sync content to repo (#10113) — 2026-06-30
commit 0.00 chore: sync content to repo (#10112) — 2026-06-30
commit 0.00 chore: sync content to repo (#10106) — 2026-06-29
commit 0.00 add resources links to software architect roadmap git node ( Concise and informal commit message with 2026-06-29
commit 0.00 chore: sync content to repo (#10105) — 2026-06-28
commit 0.00 Fix EEA blockchain environment link (#10098) Terse and domain-specific commit, normal 2026-06-25
commit 0.00 add resource links to data egineer roadmap git and github no Terse, informal, and includes typo; clea 2026-06-25
commit 0.00 Add resources to ios roadmap (#10096) Terse, bullet-pointed changes, no AI hal 2026-06-25
commit 0.00 add resources links to blockchain roadmap git node (#10097) Minimal, to-the-point message with infor 2026-06-25
commit 0.00 chore: sync content to repo (#10100) — 2026-06-25
commit 0.00 Improve README grammar (#10091) Changelog-style commit with minimal free 2026-06-22
commit 0.00 chore: sync content to repo (#10094) — 2026-06-22
commit 0.00 Update link for 'Machine Learning: The Basics' resource (#10 Concise, domain-relevant commit message 2026-06-18
commit 0.00 chore: sync content to repo (#10088) — 2026-06-18
commit 0.00 chore: sync content to repo (#10089) — 2026-06-18
commit 0.00 Update readme.md (#10090) Minimal, generic commit message; no AI h 2026-06-18
commit 0.00 chore: sync content to repo (#10084) — 2026-06-16
commit 0.00 chore: sync content to repo (#10083) — 2026-06-16
commit 0.00 chore: sync content to repo (#10082) — 2026-06-16
commit 0.00 chore: sync content to repo (#10080) — 2026-06-15
commit 0.00 chore: sync content to repo (#10079) — 2026-06-15
commit 0.00 add resources to android roadmap git node (#10067) Very terse commit message, typical human 2026-06-15
commit 0.00 Add resources links to qa engineer roadmap (#10066) Standard commit message and changelog, n 2026-06-15
commit 0.00 chore: sync content to repo (#10078) — 2026-06-15
commit 0.00 chore: sync content to repo (#10077) — 2026-06-15
commit 0.00 chore: sync content to repo (#10076) — 2026-06-15
commit 0.00 chore: sync content to repo (#10075) — 2026-06-15
commit 0.00 fix(angular): remove elf (#10069) Brief commit message using conventional 2026-06-15
commit 0.00 chore: sync content to repo (#10065) — 2026-06-12
commit 0.00 chore: sync content to repo (#10064) — 2026-06-12
commit 0.00 Add resources links to devops roadmap (#10062) Commit messages use terse phrasing and d 2026-06-12
commit 0.00 chore: sync content to repo (#10061) — 2026-06-11
commit 0.00 chore: sync content to repo (#10056) — 2026-06-10
commit 0.00 chore: sync content to repo (#10055) — 2026-06-10
commit 0.00 chore: sync content to repo (#10051) — 2026-06-09
commit 0.00 chore: sync content to repo (#10050) — 2026-06-08
commit 0.00 chore: sync content to repo (#10049) — 2026-06-08
pr 0.00 chore: sync content to repository - power-bi — 2026-07-31
pr 0.00 Add secure SIP/SRTP implementation guide to SRTP topic Informal tone, domain-specific details, 2026-07-31
pr 0.00 chore: sync content to repository - product-design — 2026-07-30
pr 0.00 chore: sync content to repository - shell-bash — 2026-07-29
pr 0.00 chore: sync content to repository - devops — 2026-07-29
pr 0.00 chore: sync content to repository - python — 2026-07-28
pr 0.00 chore: sync content to repository - python-data-analysis — 2026-07-28
pr 0.00 chore: sync content to repository - ai-red-teaming — 2026-07-28
pr 0.00 chore: sync content to repository - frontend — 2026-07-28
pr 0.00 Fix: mark 'Learn CSS borders in 4 minutes' as video instead Direct task description with human-style 2026-07-27
pr 0.00 chore: sync content to repository - qa — 2026-07-24
pr 0.00 chore: sync content to repository - ios — 2026-07-24
pr 0.00 chore: sync content to repository - machine-learning — 2026-07-24
pr 0.00 chore: sync content to repository - android — 2026-07-24
pr 0.00 chore: sync content to repository - api-design — 2026-07-24
pr 0.00 Update readme.md No content except for generic title; no 2026-07-22
pr 0.00 Update EC2 instance type from t2.micro to t3.micro Contains shell output; context is techni 2026-07-22
pr 0.00 chore: sync content to repository - leetcode — 2026-07-22
pr 0.00 Fix local development instructions No free-text provided, only standard tit 2026-06-14
pr 0.00 chore: sync content to repository - network-engineer — 2026-07-22
pr 0.00 chore: sync content to repository - network-engineer — 2026-07-22
pr 0.00 chore: sync content to repository - network-engineer — 2026-07-21
pr 0.00 chore: sync content to repository - api-design — 2026-07-21
pr 0.00 chore: sync content to repository - python-data-analysis — 2026-07-21
pr 0.00 chore: sync content to repository - python — 2026-07-21
pr 0.00 chore: sync content to repository - product-design — 2026-07-20
pr 0.00 chore: sync content to repository - ux-design — 2026-07-20
pr 0.00 chore: sync content to repository - product-design — 2026-07-20
pr 0.00 Update Agile resources in agile-model.md Typical human-written, short commit mess 2026-07-17
pr 0.00 chore: sync content to repository - ux-design — 2026-07-20
pr 0.00 chore: sync content to repository - mongodb — 2026-07-15
pr 0.00 chore: sync content to repository - postgresql-dba — 2026-07-15
pr 0.00 modified: requirements.txt Minimal, standard commit message with no 2026-07-15
pr 0.00 modified: requirements.txt Minimal, standard commit message with no 2026-07-15
pr 0.00 Rename Gemma2 topic to Gemma Changelog and rationale presented in hum 2026-07-13
pr 0.00 Fix spacing in front of two links Brief, specific problem statement; tone 2026-07-11
pr 0.00 chore: sync content to repository - ai-agents — 2026-07-13
pr 0.00 Update readme.md No content except for generic title; no 2026-07-12
pr 0.00 chore: sync content to repository - c — 2026-07-10
pr 0.00 fix: add missing resource links to HTML roadmap content Terse, direct title; completely typical 2026-07-07
pr 0.00 chore: sync content to repository - html — 2026-07-07
pr 0.00 chore: sync content to repository - kotlin — 2026-07-07
pr 0.00 chore: sync content to repository - linux — 2026-07-07
pr 0.00 chore: sync content to repository - c — 2026-07-07
pr 0.00 chore: sync content to repository - claude-code — 2026-07-06
pr 0.00 chore: sync content to repository - git-github — 2026-07-06
pr 0.00 chore: sync content to repository - python — 2026-07-06
pr 0.00 chore: sync content to repository - python-data-analysis — 2026-07-06
pr 0.00 Fix redundancy in API Keys & Management section Straightforward section fix, human style 2026-06-21
pr 0.00 Fix Python file handling resource title Concise, direct, with technical validati 2026-06-29
pr 0.00 fix(fde): remove duplicate ghost introduction file resolving Detailed technical description with cont 2026-06-30
pr 0.00 docs: fix typo in JavaScript example Terse, domain-specific, natural correcti 2026-06-30
pr 0.00 chore: sync content to repository - terraform — 2026-06-30
pr 0.00 chore: sync content to repository - devops — 2026-06-30
pr 0.00 chore: sync content to repository - forward-deployed-enginee — 2026-06-30
pr 0.00 chore: sync content to repository - python — 2026-06-29
pr 0.00 chore: sync content to repository - forward-deployed-enginee — 2026-06-28