We architect production-ready autonomous teammates, custom business scripts, and private data pipelines that solve costly bottlenecks. Zero vendor lock-in, private by default, delivered in 1–2 week sprints.
[cron.schedule: daily_ops_sweep] Initializing morning briefing for Lead Engineer & Ops Lead...
Good morning! Overnight sweep complete:
Agent, run a research pass on CA AB-201 compliance requirements for our 2 PM client and summarize into Slack #general.
Done. Executed headless Chromium crawl, verified California legislative updates, and posted a 3-bullet executive summary with direct statutes to #general.
// Custom Python LLM Script Execution · Zero Data Retention API
{
"status": "verified",
"confidence_score": 0.998,
"document_type": "IRS_Form_W2",
"extracted_payload": {
"employer_ein": "33-0982711",
"employer_name": "Pacific Crest BioTech LLC (San Diego, CA)",
"box_1_wages": 184500.00,
"box_2_fed_withheld": 38120.45,
"box_16_state_wages": 184500.00,
"state": "CA"
},
"audit_check": {
"reconciled_with_payroll_summary": true,
"flagged_anomalies": []
},
"next_action": "staged_for_tax_software_import"
}No generic slide decks or bloated subscriptions. We build hardened, production-ready AI software tailored directly to your operations.
24/7 AI coworkers running inside your existing messaging tools (Slack, Telegram, WhatsApp).
We build autonomous agents (like our Hermes framework) that listen to your team, query internal tools, browse the live web, execute recurring crons, and triage incoming tasks with persistent memory.
Deterministic code + LLM intelligence to eliminate manual data entry forever.
Tailored Python scripts and API pipelines that take unstructured, messy inputs (W-2s, 1040s, invoices, legal contracts, receipts) and output validated, clean JSON directly into your ERP, CRM, or accounting software.
Enterprise-grade security, local hosting options, and compliance reviews.
For SoCal firms handling sensitive financial, medical, or legal data. We design private deployments (dedicated cloud or on-prem LXC/Docker homelab clusters) with local Ollama models or zero-retention enterprise cloud endpoints.
We build software that directly impacts the bottom line. Here are three representative implementations:
The Bottleneck: A busy Southern California tax practice lost 20+ hours per week per preparer manually downloading client W-2s, 1099s, and brokerage statements, re-typing numbers into tax software, and chasing missing schedules.
The Bottleneck: Managing partner and team constantly interrupted by routine requests: monitoring infrastructure health, researching regulatory updates, summarizing morning emails, and triaging inbound client inquiries.
The Bottleneck: A regional distributor received hundreds of PDF invoices from dozens of carriers each month in wildly different formats, causing payment bottlenecks and reconciliation errors.
Most AI prototypes look great on Twitter and collapse in production. We engineer software with enterprise safeguards.
We deploy directly into your cloud or container environment. You own the API accounts, billing, encryption keys, and source code. No hostage lock-in.
We configure enterprise endpoints that legally forbid model training on your proprietary business inputs or customer data.
If a primary AI provider suffers an outage or rate limit, your agent automatically and gracefully fails over to secondary endpoints without dropping requests.
No black-box mystery code. Every build includes error telemetry, webhook alerts to your team, and a comprehensive plain-English runbook.
Designed strictly for busy founders, partners, and operators.
A direct, no-pitch call with our Principal Systems Engineer. We evaluate your workflow bottleneck, assess data privacy requirements, and determine technical feasibility immediately.
Within 48 hours, you receive a concise architecture map, estimated hours saved, and a transparent fixed-price sprint quote based on your exact scope. No open-ended hourly billing.
We engineer, test, and containerize your custom agent or LLM pipeline with automated error recovery. Turnkey deployment delivered in 1–2 weeks.
We train your team, deliver our plain-English runbook, and conduct a 30-day post-launch optimization check. You own the code forever.
I personally design, build, and deploy every agent and workflow at ForgeStack Systems. With a deep background in distributed systems, homelab infrastructure, and LLM orchestration, I bridge the gap between cutting-edge AI capabilities and pragmatic, error-free business software. No sales reps, no junior handoffs.