tokenmaxxing.com/drewx_design
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@drewx_design

Drew Miller

Product engineer building AI-native products from concept to production.

#1 of 3 in AI > AI applications > Search & RAG

Most landed work is Grantsville, a live grants platform, plus a personal agent OS that agents maintain.

h1616 projects, each counting 16+ landed changes
i1018
weighted549
landed2696
shipped26
live2
Contribution evidence · 26 projects

Projects

sorted by landed changes
ProjectLanded Difficulty Points
GrantsvilleA grants platform that extracts funder requirements and publishes reviewed guides
LIVE · AGENTREAL USERS
How this was judged
Landed1410 changes on main
Difficulty14 · helper 14, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: file storagehelper: a job queuehelper: outside APIshelper: paymentshelper: realtimehelper: an agent runtimehelper: tests
LiveLIVE · checked by your agent: our server could not tie it to a public repo of yours · real users · evidence reported by your agent: a deploy config file, a CI job that deploys, a deploy in the last 90 days, a public URL tied to the repo, product analytics in the code, a payments SDK
Open sourceno
Points275 · 10 × L 2.75 × 10 × 1.0
NicheSoftware > Web products > B2B SaaS · 635 niche points
D14275
Personal agent OSA personal operating system that agents read and update through contracts
LANDED
How this was judged
Landed225 changes on main
Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: tests
Livelocal only
Open sourceno
Points40 · 10 × L 2 × 2 × 1.0
NicheAI > Agents > Agent orchestration · 79 niche points
D640
Personal portfolio siteA portfolio site that presents case studies, a résumé and workflow write-ups
LIVE · AGENTREAL USERS
How this was judged
Landed168 changes on main
Difficulty11 · helper 11, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: background workershelper: outside APIshelper: tests
LiveLIVE · checked by your agent: our server could not tie it to a public repo of yours · real users · evidence reported by your agent: a deploy config file, a deploy in the last 90 days, a public URL tied to the repo, product analytics in the code
Open sourceno
Points193 · 10 × L 2.75 × 7 × 1.0
NicheGrowth > Content & SEO > SEO & content sites · 372 niche points
D11193
Art taste duel archiveAn art experience that infers a visitor's taste from pairwise artwork choices
LANDEDnot checkedGIT ONLY
How this was judged
Landed163 changes on main
Difficulty8 · helper 8, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: outside APIshelper: tests
Livenot checked · found: deploy config, product analytics
Open sourceno
Points80 · 10 × L 2 × 4 × 1.0
NicheSoftware > Web products > Consumer apps · 154 niche points
D880
Art taste duelAn art experience that infers a visitor's taste from pairwise artwork choices
LANDEDnot checkedUNCHECKED
How this was judged
Landed162 changes on main
Difficulty8 · helper 8, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: outside APIshelper: tests
Livenot checked · found: deploy config, product analytics
Open sourceno
Points80 · 10 × L 2 × 4 × 1.0
NicheSoftware > Web products > Consumer apps · 153 niche points
D880
Agent shopping assistantA shopping assistant agent that searches products and manages the cart in chat
LANDEDUNCHECKED
How this was judged
Landed121 changes on main
Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIshelper: tests
Livelocal only · the helper found: a deploy config file
Open sourceno
Points20 · 10 × L 2 × 2 × 0.5
NicheAI > Agents > Vertical agents · 37 niche points
D620
Prompt manager extensionA browser extension that stores, syncs and scores reusable AI prompts
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed69 changes on main
Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: sign-inhelper: background workershelper: outside APIshelper: an ML pipelinehelper: an agent runtimehelper: parts in more than one languagehelper: tests
Livelocal only · the helper found: a deploy config file, a CI job that deploys
Open sourceno
Points40 · 10 × L 2 × 4 × 0.5
NicheSoftware > Developer tools > Editor extensions · 71 niche points
D740
Bedding search demoA product search demo that pairs keyword ranking with conversational filters
LANDEDdeployedUNCHECKED
How this was judged
Landed62 changes on main
Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: tests
Livedeployed to a preview · the helper found: a deploy config file · answered today, held at deployed to a preview by what the files show
Open sourceno
Points20 · 10 × L 2 × 2 × 0.5
NicheAI > AI applications > Search & RAG · 35 niche points
D520
Agent workflow skillsA set of agent skills that coordinate parallel coding workers and reviews
LANDED
How this was judged
Landed55 changes on main
Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: tests
Livelocal only
Open sourceno
Points40 · 10 × L 2 × 2 × 1.0
NicheAI > Agents > Agent orchestration · 69 niche points
D540
Brownstone listings dashboardA listings dashboard that syncs housing inventory weekly and flags distressed sales
LANDEDnot checkedUNCHECKED
How this was judged
Landed50 changes on main
Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: tests
Livenot checked · found: deploy config
Open sourceno
Points80 · 10 × L 2 × 4 × 1.0
NicheSoftware > Infrastructure > Data pipelines & scrapers · 137 niche points
D780
Resale search archiveA resale shopping assistant that analyzes item photos and searches listings
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed39 changes on main
Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: outside APIshelper: tests
Livelocal only · the helper found: a deploy config file
Open sourceno
Points40 · 10 × L 2 × 2 × 1.0
NicheAI > AI applications > Search & RAG · 67 niche points
D640
Resale search assistantA resale shopping assistant that analyzes item photos and searches listings
LANDEDUNCHECKED
How this was judged
Landed38 changes on main
Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: outside APIshelper: tests
Livelocal only · the helper found: a deploy config file
Open sourceno
Points40 · 10 × L 2 × 2 × 1.0
NicheAI > AI applications > Search & RAG · 66 niche points
D540
Taste swipe profilerA swipe app that builds a style profile and shows the evidence behind each trait
LANDEDUNCHECKED
How this was judged
Landed32 changes on main
Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIshelper: an ML pipelinehelper: tests
Livelocal only
Open sourceno
Points80 · 10 × L 2 × 4 × 1.0
NicheSoftware > Web products > Consumer apps · 130 niche points
D780
Browser design linterA browser extension that lints rendered pages for spacing, type and color issues
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed17 changes on main
Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: background workershelper: outside APIshelper: an agent runtimehelper: several deploy targetshelper: tests
Livelocal only · the helper found: a deploy config file, a CI job that deploys
Open sourceno
Points40 · 10 × L 2 × 4 × 0.5
NicheSoftware > Developer tools > Editor extensions · 61 niche points
D740
Food vendor finderA local food guide that lets visitors search and browse vendor listings
LANDEDnot checkedUNCHECKEDGIT ONLY
How this was judged
Landed17 changes on main
Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: several serviceshelper: several deploy targets
Livenot checked · found: deploy config, a CI deploy job
Open sourceno
Points20 · 10 × L 2 × 2 × 0.5
NicheSoftware > Web products > Consumer apps · 30 niche points
D520
AI judgment gameAn interactive scenario game that scores player judgments on live mood gauges
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed16 changes on main
Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: an agent runtime
Livelocal only
Open sourceno
Points20 · 10 × L 2 × 2 × 0.5
NicheGames > Games > Game AI & simulation · 30 niche points
D520
h 16 line
Product landing pageA landing page that collects a waitlist and tracks visitor events
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed10 changes on main
Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: a database
Livelocal only
Open sourceno
Points20 · 10 × L 2 × 2 × 0.5
NicheGrowth > Content & SEO > SEO & content sites · 29 niche points
D420
Coding workflow toolsA toolkit that runs parallel coding agents, one per issue, from a coordinator
LANDEDUNCHECKED
How this was judged
Landed10 changes on main
Difficulty3 · helper 3, agent +0helper: an app with its own codehelper: tests
Livelocal only
Open sourceno
Points20 · 10 × L 2 × 1 × 1.0
NicheAI > Agents > Agent orchestration · 29 niche points
D320
Agent job supervisorA job runner that dispatches coding agents and binds results to verified evidence
LANDED
How this was judged
Landed8 changes on main
Difficulty2 · helper 2, agent +0
Livelocal only
Open sourceno
Points20 · 10 × L 2 × 1 × 1.0
NicheAI > Agents > Agent orchestration · 28 niche points
D220
Linter landing pageA landing page that presents a browser design linter and its rule set
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed8 changes on main
Difficulty2 · helper 2, agent +0helper: an app with its own code
Livelocal only
Open sourceno
Points10 · 10 × L 2 × 1 × 0.5
NicheGrowth > Content & SEO > SEO & content sites · 14 niche points
D210
Design system docs deployA component library fork set up to build and deploy its documentation site
LANDEDnot checkedUNCHECKEDGIT ONLY
How this was judged
Landed5 changes on main
Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: tests
Livenot checked · found: deploy config, a CI deploy job
Open sourceno
Points10 · 10 × L 2 × 1 × 0.5
NicheSoftware > Infrastructure > Deploy & cloud · 13 niche points
D210
Expert knowledge baseA knowledge base that distills expert writing and flags where experts disagree
LANDEDUNCHECKEDGIT ONLY
How this was judged
Landed3 changes on main
Difficulty3 · helper 3, agent +0helper: an agent runtime
Livelocal only
Open sourceno
Points10 · 10 × L 2 × 1 × 0.5
NicheAI > AI applications > Document & data extraction · 13 niche points
D310
Research prompt skillAn agent skill that writes structured prompts for deep research tools
COMMITTED
How this was judged
Landed2 changes on main
Difficulty1 · helper 1, agent +0helper: config and glue
Livelocal only
Open sourceno
Points10 · 10 × L 1 × 1 × 1.0
NicheAI > Agents > Agent tools & MCP · 12 niche points
D110
Book taste duelA reading app that learns book taste from head-to-head picks
COMMITTEDnot checkedUNCHECKED
How this was judged
Landed2 changes on main
Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: tests
Livenot checked · found: deploy config, deploys in the last 90 days
Open sourceno
Points10 · 10 × L 1 × 1 × 1.0
NicheSoftware > Web products > Consumer apps · 12 niche points
D210
State map packageA mapping package that draws US state boundaries from census shapefiles
COMMITTEDUNCHECKEDGIT ONLY
How this was judged
Landed2 changes on main
Difficulty0 · helper 0, agent +0helper: tests
Livelocal only
Open sourceno
Points5 · 10 × L 1 × 1 × 0.5
NicheScience > Research > Science & research tools · 6 niche points
D05
Prompt tool landing pageA landing page for a prompt management tool, tuned for accessibility
COMMITTEDnot checkedUNCHECKEDGIT ONLY
How this was judged
Landed2 changes on main
Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: its own service
Livenot checked · found: deploy config
Open sourceno
Points5 · 10 × L 1 × 1 × 0.5
NicheGrowth > Content & SEO > SEO & content sites · 6 niche points
D25