Kadlo
Fixed Scope · Delivered Fast · Measurable Impact

Outcome Packs

Browse packs by zone, objective, or timeline. Each pack delivers PRs, tests, and measurable deltas in 7–21 days.

Filters

LLM Infra & MLOps

Throughput, latency, cost—under control

LLM Infra & MLOps

Cost & Quality Sprint

10 days· 1 environment
Proof
−27% cost, +14pts win‑rate
Inputs
  • Eval harness or representative test prompts
  • Router/prompt repo access
  • Latency/cost targets
Outputs
  • Before/after cost & win‑rate, change log
  • PRs for caching/quant/prompt trims
  • Revert path
SLA
  • Kickoff <48h
  • Daily run log
  • Impact guarantee: double fee if no measured lift*
View details

We’ll reply with availability and next steps.

LLM Infra & MLOps

Dataset Cleanup Rapid

7 days· ≤50k rows
Proof
50k rows cleaned in 7 days
Inputs
  • Dataset sample or bucket link
  • Schema, acceptance rules
  • PII policy + labeling guide (if any)
Outputs
  • Clean diff, CI test set
  • Class definitions
  • LLM‑assist relabel proposals + consensus rules
SLA
  • Kickoff <48h
  • Escalation to experts only when thresholds trip
  • On‑time ≥95%
View details

We’ll reply with availability and next steps.

LLM Infra & MLOps

Premium Labeling - RLHF

10 days· 10k preference pairs
Proof
10k pairs, PhD experts, 94% accuracy
Inputs
  • Prompt-response pairs (JSONL)
  • Labeling guide (what makes a good response)
  • Domain requirements (code, healthcare, legal, etc.)
Outputs
  • RLHF dataset (OpenAI/Anthropic format)
  • Quality report (inter-annotator agreement)
  • Expert credentials report
SLA
  • Kickoff <48h
  • Daily progress updates
  • Gold seed QA (10% accuracy checks)
View details

We’ll reply with availability and next steps.

AI Safety & Evaluation

Catch failures your evals miss; ship guardrails with audit trails

AI Safety & Evaluation

Guardrail & Reg Audit

14 days· 1 model + 1 region
Inputs
  • Sample logs/prompts, endpoint access
  • Policy doc
  • Target region (e.g., EU or AU), data categories map
Outputs
  • Failure taxonomy, severity & false± analysis
  • Patch PRs + signed conformance matrix
  • Risk surface map, policy → ruleset
SLA
  • Kickoff <48h
  • Daily run log
  • 30‑day re‑test

We’ll reply with availability and next steps.

AI Safety & Evaluation

Red‑Team Adversarial Pack

10 days· 1 model + defined attack surface
Inputs
  • Model endpoint or API access
  • Attack vectors to test (jailbreak, PII extraction, etc.)
  • Success/failure criteria
Outputs
  • Adversarial test cases (100+ prompts)
  • Failure report with severity ratings
  • Mitigation recommendations + sample fixes
SLA
  • Kickoff <48h
  • Weekly progress report
  • On‑time ≥95%

We’ll reply with availability and next steps.

Smart‑Contract Security & ZK

Auditors who find criticals and prove properties

Smart‑Contract Security & ZK

Pre‑Launch Audit Prep

14 days· 1 protocol, ≤5 contracts
Inputs
  • Contract source + test suite
  • Architecture docs
  • Deployment checklist
Outputs
  • Pre‑audit checklist completion
  • Test coverage report + missing cases
  • Security best practices alignment doc
SLA
  • Kickoff <72h
  • Mid‑point review call
  • Final QA before mainnet

We’ll reply with availability and next steps.

Smart‑Contract Security & ZK

Pre‑Audit Hardening (Security)

14 days· 1 protocol, ≤5 contracts
Inputs
  • Contract source + test suite
  • Known issues backlog
  • Audit timeline
Outputs
  • Lint rules + fuzzing seeds
  • Coverage plan + missing test cases
  • Security checklist + remediation PRs
SLA
  • Kickoff <48h
  • Mid‑point triage call
  • Pre‑audit readiness checklist

We’ll reply with availability and next steps.

Smart‑Contract Security & ZK

Fuzz & Formal Sprint

14 days· 1 protocol or module
Inputs
  • Contract source + test suite
  • Properties to verify
  • Coverage baseline
Outputs
  • Fuzzing harness with coverage report
  • Formal properties + partial proofs
  • CI integration and monitoring
SLA
  • Kickoff <48h
  • Weekly sync
  • Final QA before audit

We’ll reply with availability and next steps.

Builders — Core Systems & Applied AI

Staff+/Principal engineers who make AI products fast, reliable, and shippable

Builders — Core Systems & Applied AI

Perf & Footguns Sprint

10 days· 1 service or runtime
Inputs
  • Service repo + profiling access
  • Latency/throughput targets (p50/p95/p99)
  • Baseline metrics
Outputs
  • Flamegraphs, lock contention analysis, pool sizing recommendations
  • PRs with benchmarks + guardrail tests
  • Before/after performance report
SLA
  • Kickoff <48h
  • Daily progress log
  • On‑time ≥95%

We’ll reply with availability and next steps.

Builders — Core Systems & Applied AI

Eval Harness v1

10 days· 1 model or agent
Inputs
  • Model/agent access + sample prompts
  • Success criteria and acceptance rules
  • Existing test suite (if any)
Outputs
  • Eval harness with CI integration
  • Gold-set examples and baseline metrics
  • Regression detection and alerting setup
SLA
  • Kickoff <48h
  • Daily progress log
  • On‑time ≥95%

We’ll reply with availability and next steps.

Builders — Core Systems & Applied AI

RAG Reliability Sprint

10 days· 1 RAG pipeline
Inputs
  • RAG pipeline access + sample queries
  • Retrieval targets (precision/recall)
  • Baseline metrics
Outputs
  • Before/after relevance metrics
  • PRs for retrieval tuning + caching
  • Test cases and monitoring setup
SLA
  • Kickoff <48h
  • Daily progress log
  • On‑time ≥95%

We’ll reply with availability and next steps.

Builders — Protocol (Web3)

Rust/Solidity engineers for protocol, clients, and SDKs

Builders — Protocol (Web3)

Protocol Feature Readiness

21 days· 1 feature or module
Inputs
  • Feature spec or RFC
  • Protocol repo + test framework
  • Acceptance criteria
Outputs
  • Spec → partial formal props/fuzz harness
  • Reference impl PR with test vectors
  • Security & correctness review notes
SLA
  • Kickoff <48h
  • Weekly sync + mid‑point review
  • Final QA before merge

We’ll reply with availability and next steps.

Builders — Protocol (Web3)

Pre‑Audit Hardening (Builder)

14 days· 1 codebase or module
Inputs
  • Codebase access + existing test suite
  • Known issues backlog
  • Audit timeline
Outputs
  • Lint rules + CI guardrails
  • Performance benchmarks + regression tests
  • Fix backlog triage + remediation PRs
SLA
  • Kickoff <48h
  • Mid‑point triage call
  • Pre‑audit readiness checklist

We’ll reply with availability and next steps.

Frequently Asked Questions

What's included in a pack?

Every pack includes: scoped deliverables (PRs, tests, docs), daily run logs, an SLA, and a conformance record you can share internally.

Can I customize a pack?

Yes. Start a Job and tell us your constraints—we'll recommend the closest pack or build a custom plan within 24h.

What if I need ongoing support after a pack?

If the work continues, we can extend into on-demand experts or a program-style engagement with the same bar.