Sprint 071 — ACME MVP
release tracker
in K28 / DEV
14 of 19 tasks
[ 00 / INTRO ]
K28 — IDEAS → INVESTOR-READY · IN DAYS, NOT MONTHS
A LAB FOR FOUNDERS & OPERATORS · EST. 2024
We build
AI products
at startup speed®
K28 - AI Build Studio helps founders and small businesses turn ideas into investor-ready AI MVPs, internal tools, SaaS prototypes, websites, pitch assets, and brand systems in days—not months.
SYS / K28.OS · v0.3.2
STAGE — IDEATE → SHIP
LAT 22.5 / LON 88.4
STRATEGY
DESIGN
ENGINEERING
AGENTS
k28 ▸ ./bootstrap --sprint=mvp --client=acme
[ok] figma synced · 32 frames
[ok] agent.qual · evals 94/100
001 >>>>
FOCUS · OUTPUT · VELOCITY
BUILD/SHIP
01 / SPRINTS DELIVERED71
02 / AVG. DAYS · MVP14 ~ 21
03 / AGENT WORKFLOWS LIVE158
04 / FOUNDERS BACKED42
FOUNDERS ◇ OPERATORS ◇ SOLO BUILDERS ★ AI MVP SPRINT ◇ AUTOMATION SPRINT ◇ FOUNDER BRAND KIT ◇ MVP UPGRADE ◇ STRATEGY STUDIO ◇ AGENTIC SOLUTIONS ★
FOUNDERS ◇ OPERATORS ◇ SOLO BUILDERS ★ AI MVP SPRINT ◇ AUTOMATION SPRINT ◇ FOUNDER BRAND KIT ◇ MVP UPGRADE ◇ STRATEGY STUDIO ◇ AGENTIC SOLUTIONS ★
[ ◇ K28.OS ]
LIVE TERMINAL · TYPE A COMMAND · THE LAB ANSWERS
AGENT-NATIVE BUILD STUDIO
Talk to the lab.
It answers in real time.
This isn't a chatbot — it's a guided console for K28. Type a command (or tap a chip) and the terminal walks you through our sprints, agentic solutions, process, shipped work and how to start.
New here? Run help to see everything, or book to start a free 30-min diagnostic.
LIVE
>
npx k28-lab start
>
[ 01 / SERVICES ]
SERVICES UNDER ONE ROOF · FIXED SCOPE / FIXED TIMELINE
Services
under one roof.
Built around the way founders actually work.
Each engagement is a fixed-scope sprint with a deliverable matrix, a kickoff ritual, daily Loom updates and a live build feed. Pick a track or stack them. We co-design with you in Figma, Notion and your repo — no agency-style waterfalls. We also provide AI agentic solutions across all industries, plus product / AI-product strategy & analysis.
[ 02 / AGENTIC ]
AI AGENTIC SOLUTIONS · CROSS-INDUSTRY · STRATEGY → DEPLOYMENT
Agents that work the way
your team wishes it could.
We design, build & deploy AI agents across industries — from lead qualification and RFP drafting to internal copilots, document automation and customer triage.
We start with strategy: a one-page AI Product Diagnostic mapping your workflow, leverage points, and the smallest possible agent that creates real value. Then we ship.
// AGENTIC.GRAPH
STRATEGY → DEPLOY → MEASURE
NODES — 05
01INPUT
Diagnostic
Workflow audit, leverage map, KPI & risk scope.
02CORE
Agent Studio
Multi-tool agents, RAG, evals, guardrails, traces.
03OUTPUT
Deploy
Slack, web, CRM, internal dashboards, voice.
SECTORS — ALL INDUSTRIES · MAP BELOW
STACK — OPENAI · ANTHROPIC · LANGGRAPH · SUPABASE
STATUS — LIVE
// INDUSTRIES.MAP · CROSS-SECTOR DEPLOYMENTS
12 SECTORS · ALL OPERATIONS
Healthcare
Real estate
Finance
Retail
Manufacturing
Education
Legal
Logistics
Media & entertainment
Hospitality
Energy & utilities
Public sector
A · DISCOVERY
Product & AI strategy
A one-page diagnostic mapping where AI actually moves your numbers — and where it doesn't.
B · BUILD
Agentic workflows
Tool-using agents with retrieval, evaluations and guardrails. We ship the smallest agent that earns its keep.
C · OPERATE
Measurement & iteration
Trace dashboards, eval suites, weekly model & prompt reviews. Boring infra, sharp results.
FIG.01 · CONVERGENCE
K28 · TOOLKIT
A few of our public, open tools — pick them up and use them today. Behind them runs a deeper bench of in-house tools we don't publish: built quietly, used daily, all pointed at one outcome — the best possible result for the founder we build with.
OPEN TOOLKITWe build the tools, and expect the product to ship from their depths.
K28 - AI BUILD STUDIOIN-HOUSE TOOLKIT
// LAB.STACK · BATTLE-TESTED
Anthropic Claude
OpenAI · GPT
LangGraph
Supabase
Figma
Next.js
TypeScript
Vercel
Postgres / pgvector
HubSpot · Attio
Loom · Slack
Notion · Linear
Click anywhere · open the full AI & product-development tool matrix
→
[ ⊗ STRATEGY-MAP ]
SPRINT GENESIS · MARKET × FOUNDER × LAB
Three signals,
one sprint brief.
Every K28 sprint sits at the intersection of three signals: where the market is heading, what the founder needs, and what the lab can build. The diagnostic surfaces all three. The output is a fixed-scope sprint brief — and a route to ship.
[ ⊕ CATALOGUE ]
SHIPPED PROJECTS · IN PUBLIC · CLICK TO LAUNCH
view shipped projects
catalogued by domain
design × ai agents × healthtech
k28.os
DESIGN
HEALTHTECH
CREATIVE TECH
An operating-system philosophy for interactive media art. Hosts 8 xLab prototypes — BioMeX (genomic data viz), Hammurabi Codex, IDEA Permeate, hyraklix, Haraka motion calligraphy, Voxel Storm Architecture — plus the ParallaX interactive film and AI-in-healthcare frameworks.
view k28.os summary →↗insight
graph
AI AGENT
RAG
OPEN-SOURCE
Local-first AI career & market intelligence. Ingests pages, posts and PDFs into cited RAG answers, a knowledge graph, company dossiers, skill-velocity charts and watchlists. Next.js · FastAPI · Postgres · Qdrant · Memgraph · Claude.
open repo →↗deskai
AI AGENT
PRODUCT BUILDER
WEB
DESK · AI Product Builder — a workspace for spinning up product surfaces with agent-driven primitives. The build console lives at deskai-k28.tech; the surface is a focused, single-canvas builder.
open desk →↗octagit
AI AGENT
DEV-TOOL
OPEN-SOURCE
Turn a GitHub issue into a tested pull request — without touching the console. Agent-driven, failure-first, with an octopus advisor that translates raw failures into next steps and a 3D context terrain. Next.js · Python · LiteLLM · MCP.
open repo →↗chest ct
triage
HEALTHTECH
COMPUTER VISION
OPEN-SOURCE
A 3-D ResNet CNN that auto-prioritises abnormal chest-CT volumes and explains each verdict with Grad-CAM heat-maps. Hits 100% recall on the abnormal class across 3-fold CV — designed to act as a radiology gatekeeper. MosMedData · TensorFlow 2.16 · Jupyter.
open repo →↗catalogue details
The shipped catalogue lists public surfaces and open-source projects from the K28 lab. Each row links to its own site or repository — clicking opens the project in a new tab.
| project | domain | kind | status | year | open |
|---|---|---|---|---|---|
| K28.OS / xLab | Design · Healthtech · Creative tech | Web · Art-system | Live | 2026 | view ↗ |
| InsightGraph | AI agent · RAG | Open-source | Live | 2026 | view ↗ |
| DeskAI | AI agent · Product builder | Web | Live | 2026 | view ↗ |
| OctaGit | AI agent · Dev-tool | Open-source · CLI · Web · MCP | Live | 2026 | view ↗ |
| Volumetric Chest CT Triage | Healthtech · Computer vision | Open-source · 3-D CNN | Live | 2025 | view ↗ |
[ 03 / BUILD ]
MVP BUILD TREE · LIVE WORKFLOW · STRATEGY → SHIP
Visualise to organise.
One MVP, mapped end-to-end.
A real-time view of how a K28 sprint actually maps from idea to shipped product. Each branch lights up as the build progresses — strategy spawns design, design spawns engineering, agents and brand. The feed on the right is what the build console looks like during a live sprint.
// PRODUCT TRAILS · MVP.GRAPH
SPRINT 071 · DAY 03 / 14 · 21%
BUILD PROGRESS21%
Strategy → Design
NODES UNLOCKED2 / 6
Strategy
DAYS REMAINING11
~ 2 wks · ETA D14
STAGEDESIGN
FOCUSUI SYSTEM
OWNERK28 + FOUNDER
ARTIFACTFIGMA · PR #14
[ ⌘ STUDIO ]
GENERATIVE TYPOGRAPHY · ITERATION AS DESIGN
Iteration is design.
Watch the marks resolve.
A K28 brand never lands on day 0. It arrives as scattered marks, finds rhythm in alignment, snaps together, and finally reads. Six stages, looped — letters merging into a wordmark.
[ + DOSSIER ]
FIELD CARD · LAB SPEC · LIVE STATUS
Field card.
The lab in four blocks.
Wordmark, focus, signal, hours. A live spec card for K28 — the focus block cycles through current sprints, the dot reflects real-time IST availability.
K28_
Lab
- AI MVPs
- Agentic systems
- Brand + pitch kits
IG →
_LI →
Open daily
9a — 8p
LIVE · ANSWERING IST
[ ◐ SPRINT-BAR ]
ACTIVE-SPRINT WIDGET · LIVE STATUS · D01 → D21
One sprint, one bar.
Self-changing as the build progresses.
A poster-style live readout of an active K28 sprint. The big day counter, phase list, milestone stack and progress fill all update in lockstep — one glance tells you exactly where the build is.
+
+
+
+
—
—
SPRINT · ACTIVE
ACME / AI SAAS
PRE-SEED · DAY 14 / 21
SPACEK28 — F20
- 01PROBE
- 02DESIGN
- 03BUILD
- 04SHIP
D14
01
03
07
14
21
BY
K28 - AI BUILD STUDIO
[ ⊞ TASKS ]
BUILD SPRINT TRACKER · LIVE GRAPH · CYCLES PERIODICALLY
What's on the board.
Sprints, dependencies, progress.
A live tracker view of two active K28 sprints — task counts, time-since-update, and the dependency graph that ties them together. Cards swap every six seconds; the graph re-routes its accent paths to follow the active sprint.
K
v3
2 views
K28 · Related tags
#dev
Sprint 071 — ACME MVP
Week before launch
in K28 / DEV
12 of 29 tasks
Graph(beta)
[ 04 / METHOD ]
FOUR PHASES · DAY 0 → DAY 21 · ALL DELIVERABLES VERSIONED
From kickoff to investor-ready,
in four phases.
A K28 sprint runs on a tight clock. We start with a 90-minute diagnostic, then move through design, build and polish — daily Looms, async Slack, one weekly working session. You'll never wonder where your project is.
PHASE 01DAY 00 → 02
Diagnose
Workflow audit, narrative draft, KPI map, scope sheet. You walk away with a one-pager — even if you don't continue.
PHASE 02DAY 03 → 08
Design
Hi-fi mockups, brand frame, content system, prototype flows in Figma — co-edited with you in real time.
PHASE 03DAY 09 → 16
Build
Working prototype with auth, dashboard, LLM features and agentic flows. Deployed to a staging URL on day 12.
PHASE 04DAY 17 → 21
Ship
Demo video, walkthrough script, pitch one-pager, public site, handoff doc & loom for your investors.
[ 05 / SIGNALS ]
WHY NOW · MARKET DATA · WHY THIS LAB
0%
Of organisations now report using AI in at least one function
SRC / MCKINSEY · STATE OF AI 2024
$1.3T BY '32
Forecast generative-AI market — up from $67B in 2024
SRC / BLOOMBERG INTELLIGENCE
+0%
Increase in searches for AI-agent & assistant services, YoY
SRC / FIVERR BUSINESS TRENDS 2025
$0/HR
Median premium rate for generative-AI modeling work
SRC / UPWORK PREMIUM SKILLS '24
0%
Of enterprises have actively deployed AI in production
SRC / IBM GLOBAL AI ADOPTION INDEX
0B BY '27
India's projected AI market — $7.8B in 2025, ~25–35% CAGR
SRC / NASSCOM · BCG · 2024
0%
Of developers use or plan to use AI tools in 2024
SRC / STACK OVERFLOW DEV SURVEY '24
0%
Median productivity lift in studies of AI-augmented engineers
SRC / GITHUB · MIT MEDIA LAB
[ 06 / SIMULATOR ]
SPRINT vs IN-HOUSE · LIVE ROI ESTIMATOR
What does not shipping cost you?
Drag the dials.
A simple side-by-side: an in-house build vs. a K28 sprint. We hold the variables; you move the sliders. Numbers update live. Use this as a sanity check, not a quote — your real estimate comes from the diagnostic.
Inputs
Tune for your context. Defaults reflect a typical pre-seed founder with one developer and one designer running a 3-month build.
In-house build cost$67,500
Opportunity loss$24,000
Total in-house exposure$91,500
K28 sprint · scope-dependentQuote on call
Sanity check, not a quote — every K28 sprint is scoped on the diagnostic call.
[ 07 / VOICES ]
FOUNDER FEEDBACK · CONFIDENTIAL ENGAGEMENTS · SHARED WITH PERMISSION
What founders say after
they've shipped.
Three excerpts from end-of-sprint debriefs. Names lightly anonymised on request — full references available on a call.
"
Day 14 we had a working agent qualifying inbound leads, drafting reply emails and writing them back to HubSpot. We'd been quoting that as a 4-month build internally.
R · FounderFintech · Pre-seed
"
The diagnostic alone changed the pitch. We dropped two features we'd been carrying for a year and led with the agent. Closed our seed three weeks later.
S · CEOHealth tech · Seed
"
It feels less like an agency and more like an ops partner. The Loom-a-day cadence is the only thing I haven't seen anywhere else — and it's the thing I miss most when they hand off.
A · COOLegal SaaS
The market is favourable.
So is the lab.
We ship in days.
01AI, generative AI, web design and product skills are among the most in-demand freelance categories.↗ '25
02Upwork: generative-AI modeling earns premium rates over standard dev work.+ PREM
03Fiverr: a major spike in AI-agent service searches in the last 12 months.+220%
04LinkedIn Pages run free; LinkedIn Services is useful — referrals remain a major hiring path.FREE
05McKinsey: 78% of organisations now use AI in at least one function — up from 55% YoY.+23 pp
06NASSCOM × BCG: India AI market on track for $17B by 2027 — ~25–35% CAGR.★ IN
07Founders increasingly want one team for product, AI & brand. K28 is that team.★ 26
[ ⊕ GLOBAL ]
WHERE WE SERVE · LIVE COVERAGE · IST OPS
Founders, six time zones,
one Slack channel.
K28 ships sprints out of Bengaluru and serves founders across Northern America, Europe, Asia and Oceania. Daily Looms handle async hand-offs; one weekly working session keeps everyone aligned regardless of where they sit.
—
—
—
Northern America
San Francisco, CA · USA
Pin 01 · Founders & SaaS · pre-seed → Series A
Pin 01 · Founders & SaaS · pre-seed → Series A
PST · 09:00 → 17:00 PT
Async daily Looms · weekly call
Async daily Looms · weekly call
+
Northern America
New York, NY · USA
Pin 02 · Fintech & AI agents
Pin 02 · Fintech & AI agents
EST · 09:00 → 17:00 ET
Async daily Looms · weekly call
Async daily Looms · weekly call
+
Europe
London · UK
Pin 03 · Health & consumer SaaS
Pin 03 · Health & consumer SaaS
GMT · 09:00 → 17:00 UK
Live overlap with IST
Live overlap with IST
+
Europe
Berlin · DE
Pin 04 · Industrial & B2B SaaS
Pin 04 · Industrial & B2B SaaS
CET · 09:00 → 17:00 DE
Live overlap with IST
Live overlap with IST
+
Asia · Base
Bengaluru, IN — Lab HQ
Pin 05 · Founders, AI agents, healthtech
Pin 05 · Founders, AI agents, healthtech
IST · 09:00 → 20:00
Live · Answering IST
Live · Answering IST
+
Asia
Singapore · SG
Pin 06 · Fintech & cross-border SaaS
Pin 06 · Fintech & cross-border SaaS
SGT · 09:00 → 18:00 SG
Live overlap with IST
Live overlap with IST
+
Asia
Tokyo · JP
Pin 07 · AI agents · partner network
Pin 07 · AI agents · partner network
JST · 09:00 → 18:00 JP
Live overlap with IST
Live overlap with IST
+
Oceania
Sydney · AU
Pin 08 · Founders & product teams
Pin 08 · Founders & product teams
AEDT · 09:00 → 17:00 AU
Async daily Looms
Async daily Looms
+
SHOW ALL ▾
[ 07 · FAQ ]
EVERYTHING WE GET ASKED IN THE DIAGNOSTIC CALL
Questions, answered
before you ask them.
If yours isn't here, book the 30-min diagnostic — usually a same-day reply during IST business hours.
© K28 - AI BUILD STUDIO · 2026
BUILT IN BENGALURU · OPERATING REMOTE
v0.3.2 / IBM PLEX MONO