SYSTEM STATUS: ACCEPTING CLIENTS

Production LLM Systems.Without Fragility.

Stop shipping hallucinating demos. We embed senior AI infra engineers into your team to stabilize RAG pipelines, govern token costs, and enforce deterministic guardrails in 14 days. Zero W2 liability.

Book 14-Day SprintRead Manifesto
B2B ContractRisk-Free 14 DaysZero W2 Liability
Talent Pool Alumni:OPENAI·VERCEL·STRIPE·PALANTIR·META

Demo Code Doesn't Survive Production.

The market is flooded with API-wrappers. We filter the noise so you get actual builders.

Hallucination Control

Unpredictable outputs destroy user trust. We implement strict retrieval confidence thresholds, Cross-Encoder reranking, and Pydantic output guardrails to ensure every response is grounded in verified context.

Recall Rate: P@10 > 95%

Token Cost Governance

API bills scale faster than revenue. We deploy Redis-backed semantic caching and dynamic context truncation to eliminate redundant LLM calls on fuzzy-matched historical queries.

Cache Hit Latency: < 20ms

P95 Latency Spikes

Slow generation kills retention. We decouple serial LLM chains into parallel async tasks with SSE passthrough, and optimize HNSW index parameters for sub-millisecond vector retrieval.

TTFT: < 300ms

We Audit Architectures. Not Resumes.

Our engineers must pass a 72-hour production simulation. If they can't handle model drift and prompt injections, they don't make the bench.

user@tradeoff-systems:~/infra/guardrails
1# Edge-Deployed Prompt Injection Defense: Semantic Circuit Breaker
2from pydantic import BaseModel, field_validator
3from core.telemetry import observe_latency
4from core.embeddings import CrossEncoderReranker
5 
6class QueryGuard(BaseModel):
7 user_payload: str
8 anomaly_threshold: float = 0.85
9 
10 @field_validator("user_payload")
11 @classmethod
12 @observe_latency(threshold_ms=15)
13 def evaluate_semantic_threat(cls, payload: str) -> str:
14 # Bypass naive regex. Compute vector distance against known attack clusters.
15 threat_score = CrossEncoderReranker.compute_anomaly_score(payload)
16 
17 if threat_score >= cls.anomaly_threshold:
18 # Hard trip. Drop request before LLM API is invoked.
19 raise SystemExit(f"[ ERROR ] Semantic Tripwire Triggered (Score: {threat_score}).")
20 
21 return payload

Live: Semantic Circuit Breaker

Submit a payload. Watch the vector distance compute in real time. Benign queries pass. Injection attempts trip the circuit.

Deployed. Measured. Verified.

Real engagements. Real infrastructure. Real results.

Series B Fintech

3-week engagement

40% token cost reduction

Cache Hit Rate: 89%
Enterprise SaaS

6-week sprint

P95 latency < 200ms

TTFT: 180ms avg

The Math Is Brutal.

Traditional hiring is a tax on velocity. We're the antidote.

Generic AI Devs

Copy-pastes LangChain tutorials into production
Ignores per-user token unit economics
Tests only with clean, perfect prompts
Leaves P95 latency and rate-limits to chance
Recommended

Our Infra Architects

Vector + BM25 Pipeline

Replaces naive cosine similarity with Cross-Encoder reranking to eliminate context hallucination.

Recall Rate: P@10 > 95%

Edge-Level Query Caching

Bypasses expensive LLM calls for fuzzy-matched historical queries using Redis vector search.

Cache Hit Latency: < 20ms

Strict Output Validation

Forces LLM compliance via Pydantic JSON schemas. Intercepts prompt injections before execution.

Parse Failure Rate: 0.00%

Async I/O & Streaming

Decouples serial LLM chains into parallel async tasks with Server-Sent Events (SSE) passthrough.

TTFT: < 300ms

Transparent Unit Economics.

No long-term commitments. No hiring risk. Just elite execution.

The 14-Day Risk-Free Deployment.

Test our production capabilities in your real environment with zero legal friction.

Zero HR Friction

Strict B2B contract. No W2 liability, no payroll taxes, no severance.

Fire-Fast Guarantee

If the engineer doesn't ship production-ready code by Day 14, terminate instantly. No long-term lock-in.

100% IP Assignment

You own every line of code and architecture blueprint from the first commit.

The Wedge

14-Day Hardening Sprint

$4,900
One-time architectural patch.
Audit RAG retrieval pipeline
Identify top 3 token leaks
Deploy basic P95 latency fixes
Handover detailed diagnostic report
Initiate Sprint

The Core

Embedded Retainer

Recommended
$12,000 – $18,000
/ month  ·  Cancel anytime. Zero W2 liability.
1 Dedicated Senior Infra Architect
Continuous Vector DB tuning
Dynamic Prompt Injection defense
SLA & P99 latency guarantees
Book Technical Sync

SOC 2 Type II Compliant

Our infrastructure and operational pipelines undergo strict third-party security audits.

Zero-Knowledge Architecture

Engineers work in ephemeral, isolated environments. We never store your production data.

Enterprise-Grade NDAs

Ironclad non-disclosure agreements and non-competes signed before a single line of code is read.

Preemptive Defense.

Answers to compliance and architectural concerns.