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You will get Rewrite Agent Prompt + Tool Contracts (Guardrails Pack)
Project details
I fix AI agents that fail, loop, or waste budget by tightening the system prompt and tool contracts with clear guardrails (caps, retries, stop rules). You get drop-in prompt + tool contract updates plus 5-10 eval cases to prevent regressions—fast, fixed-scope, and practical.
AI Development Type
Knowledge Representation, Recommendation System, Software MaintenanceAI Tools
NVIDIA AI Platform, PyTorch, TensorFlowAI Development Language
PythonWhat's included $299
These options are included with the project scope.
$299
- Delivery Time 1 day
- Number of Revisions 1
Optional add-ons
You can add these on the next page.
Second variant prompt (same tools, different tone/persona)
(+ 1 Day)
+$99
Post-test update (review 1 new trace after you apply changes)
(+ 1 Day)
+$150
Convert contracts to JSON Schema/OpenAPI format (if applicable)
(+ 1 Day)
+$200About Sean
Senior AI Advisor | LLM Agent Cost/Latency Optimization | Loop Fixes
Continental, United States - 12:55 pm local time
I help organizations use AI and automation to eliminate manual work, simplify operations, and ship practical tools that people actually adopt. I have 18+ years in enterprise IT leadership (Fortune 4), so I bring real-world execution discipline: reliability, security, governance, vendor constraints, and change management—without slowing things down.
What I do:
-AI automation & agents: end-to-end workflow automation, AI assistants, agentic workflows with logging/guardrails/human review.
-AI MVP builds: working MVPs and internal tools integrated with your stack; lightweight backends, dashboards, rapid iterations.
-Systems & SOPs: simple SOPs, checklists, handoffs, escalation paths to reduce chaos.
-IT strategy & vendor optimization: infrastructure modernization, cost control, vendor/licensing strategy, contract consolidation.
-GTM support: offer packaging, pricing, messaging, and simple sales/ops systems.
Why work with me:
-18+ years leading critical IT systems and teams, including 24x7 operations.
-$1M+ cost savings delivered through vendor strategy and negotiation.
-Comfortable bridging strategy and execution: define the plan, then build the thing.
-Clear communication, tight scope control, predictable delivery.
If you have a workflow that’s messy, expensive, or slow—or an AI product you want to get into users’ hands—send me the context and I’ll recommend the fastest path to a working result.
Steps for completing your project
After purchasing the project, send requirements so Sean can start the project.
Delivery time starts when Sean receives requirements from you.
Sean works on your project following the steps below.
Revisions may occur after the delivery date.
Intake + Current-State Review
I review the current system prompt, tool definitions, and 1–2 example runs to identify failure points: loops, ambiguous tool selection, bad retries, and context growth.
Produce a drop-in prompt + clarified tool contracts.
I rewrite the system prompt with explicit tool rules, stop conditions, and escalation. I tighten tool contracts with clear inputs/outputs, constraints, and error-handling guidance.