Unstall your weak performing AI project.

We take over failed or incomplete AI projects, assess what’s salvageable, and deliver something you can be confident showing to investors.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

Unstall your weak performing AI project.

We take over failed or incomplete AI projects, assess what’s salvageable, and deliver something you can be confident showing to investors.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

Unstall your weak performing AI project.

We take over failed or incomplete AI projects, assess what’s salvageable, and deliver something you can be confident showing to investors.

FLINK
Akademie für Lernpädagogik
HEM
Circus Group

We take your unfinished project to the finish line.

You took an investment decision but do not see the results you hoped for? Sometimes it needs an honest opinion in the room and we love to take over that challenge.

We take your unfinished project to the finish line.

You took an investment decision but do not see the results you hoped for? Sometimes it needs an honest opinion in the room and we love to take over that challenge.

We take your unfinished project to the finish line.

You took an investment decision but do not see the results you hoped for? Sometimes it needs an honest opinion in the room and we love to take over that challenge.

We build on modern, scalable stacks.

Our engineers are comfortable across the full spectrum of modern tooling from AI and agentic frameworks to frontend, backend, and DevOps. We work with whatever stack the project is on.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

We build on modern, scalable stacks.

Our engineers are comfortable across the full spectrum of modern tooling from AI and agentic frameworks to frontend, backend, and DevOps. We work with whatever stack the project is on.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

We build on modern, scalable stacks.

Our engineers are comfortable across the full spectrum of modern tooling from AI and agentic frameworks to frontend, backend, and DevOps. We work with whatever stack the project is on.

defaultshop.ai
claude — fish — 100×30

Our technology stack

hubblrv0.4.2·stack categories

languages

·
name
used in
●TypeScriptfrontend, edge runtimes, agent SDKs
●PythonFastAPI services, data pipelines, agents
●Gohigh-throughput services, infra glue
●SQLPostgres-first · Atlas migrations · dbt
●BashCI, deploys, day-to-day glue

ai

·
name
used in
●Claude CodeAI pair-programmer in the terminal
●MCP serversexpose internal tools to agents
●Gemini SDKlong-context multimodal, planning
●MastraTypeScript agent SDK
●Vercel AI SDKstreaming + tool-use on the edge
●Vercel Chat SDKproduction chat scaffold · resumable streams
●AI Gatewaymodel routing, observability, budgets
●v0AI-built UI scaffolds · ship to Vercel
●Langfuseproduction tracing + evals
●pgvectorRAG straight in Postgres

agentic commerce

·
name
used in
●Agent Commerce Protocolopen spec for agent-to-merchant transactions
●Stripe Agent Toolkitagent-issued payments + checkout APIs
●Browserbaseheadless browser-as-a-service for agents
●StagehandPlaywright + LLM, structured browser control
●Computer UseAnthropic desktop control · agentic shopping flows
●LangGraphagent state machines · tool routing
●MCP serversexpose product catalog + checkout to agents

backend

·
name
used in
●FastAPIPython · async · Pydantic-typed
●SQLAlchemy 2async ORM · asyncpg
●Pydanticschemas + validation everywhere
●Postgres 16primary store · jsonb · pgvector
●Atlasdeclarative schema · HCL migrations
●Connect RPCHTTP/JSON · gRPC · gRPC-Web from one .proto
●Rediscache · queues · pubsub

frontend

·
name
used in
●React + Vitefast dev loop, modern build
●Tailwind CSSdesign system in classes
●Radix UIaccessible primitives
●shadcn/uicopy-pastable components
●Framer Motioninteraction + transitions
●React Nativeshared codebase across iOS/Android

devops

·
name
used in
●Turborepomonorepo · cached pipelines
●pnpm + uvfast install for JS + Python
●Docker Composelocal stack in one command
●AWSprimary cloud · prod workloads
●Google Clouddata + ML stack
●Terraforminfra-as-code
●Vercelmarketing + edge functions

quality

·
name
used in
●TypeScriptstrict mode, every file
●Ruff + MypyPython lint + types
●BufProtobuf lint + breaking-change checks
●Pytest · Vitestunit + integration
●Playwrightbrowser e2e + smoke tests

commerce

·
name
used in
●Shopifyheadless storefronts
●commercetoolsenterprise composable
●Contentfulheadless CMS
●emdash CMSgit-native headless CMS · TS-first
●Algoliasearch + recs

product

·
name
used in
●Linearissues, cycles
●Notiondocs + roadmaps
●Figmadesign + prototypes
●Dovetailuser research
← / → switch category·scroll

Testimonial

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Case studies

Invested in Business Goals

To build a successful product organisation, it is essential senior leadership needs to find clarity on the business strategy and tools to communicate that to the teams.

Reduce Complexity to ship faster

The monorepo is back and we're here for it. Shipping fast means cutting technical setup complexity and human complexity, controlling what your team (including your agents) can consume and own.

Rich in experience, agnostic in language.

The best people you can have are those eager to learn, eager to unlearn, and who've seen software products break at scale. With agentic engineering, the right instincts matter more than which language you know.

Questions you might have

01

How quickly can you actually take over a stalled project?

Once the audit is complete and we've agreed on a plan, we can have a team embedded and moving within days. We understand that for companies preparing for a deal, time is not a variable you can afford to lose.

02

What if the codebase is in poor shape?

We've seen it all. Some projects are salvageable with targeted fixes, others need a partial or full rebuild. We'll tell you honestly which category yours falls into, and what each option means for your timeline.

03

Will the finished project hold up to technical due diligence?

That's the standard we build to. Every decision we make is documented, every system we deliver is built to production standards, and we hand over everything a technical reviewer would want to see.

04

How do you handle confidentiality during the audit?

Full confidentiality agreements before we look at anything, strict data handling protocols, and operations within your own infrastructure if required. Nothing leaves your organisation.

Questions you might have

01

How quickly can you actually take over a stalled project?

Once the audit is complete and we've agreed on a plan, we can have a team embedded and moving within days. We understand that for companies preparing for a deal, time is not a variable you can afford to lose.

02

What if the codebase is in poor shape?

We've seen it all. Some projects are salvageable with targeted fixes, others need a partial or full rebuild. We'll tell you honestly which category yours falls into, and what each option means for your timeline.

03

Will the finished project hold up to technical due diligence?

That's the standard we build to. Every decision we make is documented, every system we deliver is built to production standards, and we hand over everything a technical reviewer would want to see.

04

How do you handle confidentiality during the audit?

Full confidentiality agreements before we look at anything, strict data handling protocols, and operations within your own infrastructure if required. Nothing leaves your organisation.

Questions you might have

How quickly can you actually take over a stalled project?

Once the audit is complete and we've agreed on a plan, we can have a team embedded and moving within days. We understand that for companies preparing for a deal, time is not a variable you can afford to lose.

What if the codebase is in poor shape?
Will the finished project hold up to technical due diligence?
How do you handle confidentiality during the audit?

Don’t let an unfinished AI project define your deal.

Start with an honest audit.

Book a strategy call

Good engineering is mostly discipline: clear ownership, honest estimates and systems you can operate at three in the morning.

I have taken over enough projects in trouble to know that the rewrite is rarely the answer. Understanding what is there, stabilising it and moving it forward usually is.

For me, software is only done when your team can run it.

Florian Greinus

,

Managing Director at HUBBLR Ventures

Good engineering is mostly discipline: clear ownership, honest estimates and systems you can operate at three in the morning.

I have taken over enough projects in trouble to know that the rewrite is rarely the answer. Understanding what is there, stabilising it and moving it forward usually is.

For me, software is only done when your team can run it.

Florian Greinus

,

Managing Director at HUBBLR Ventures

Good engineering is mostly discipline: clear ownership, honest estimates and systems you can operate at three in the morning.

I have taken over enough projects in trouble to know that the rewrite is rarely the answer. Understanding what is there, stabilising it and moving it forward usually is.

For me, software is only done when your team can run it.

Florian Greinus

,

Managing Director at HUBBLR Ventures