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You will get Fix Infinite Tool-Calling Loops (Single Patch + Tests)
Project details
I will stop runaway tool loops and retries with one focused patch and proof tests.
Description:
If your agent gets stuck calling tools repeatedly (or retrying the same step), you’re burning tokens and time. I’ll identify the loop trigger from your trace/repro, implement a single targeted fix (guard + state + stop rules), and add tests so it doesn’t regress.
What’s included:
-Root-cause diagnosis from your trace/transcript
-One patch (single module/file or tightly scoped change) that stops the loop
-Deterministic stop conditions (max tool calls, max retries, timeouts, idempotency keys)
-5–10 tests (or eval cases) proving the loop is fixed
-Short handoff note: what changed + how to tune thresholds
What I need from you (requirements):
-1–2 traces showing the loop (include tool calls + outputs)
-System prompt governing tool use + retries
-Tool list/schemas + any rate limits
-Minimal repro steps (how to run the agent) or a small repo/zip
-Your priority: reliability vs cost vs latency
Timeline
2 days from receiving inputs.
Price
$499 fixed
Description:
If your agent gets stuck calling tools repeatedly (or retrying the same step), you’re burning tokens and time. I’ll identify the loop trigger from your trace/repro, implement a single targeted fix (guard + state + stop rules), and add tests so it doesn’t regress.
What’s included:
-Root-cause diagnosis from your trace/transcript
-One patch (single module/file or tightly scoped change) that stops the loop
-Deterministic stop conditions (max tool calls, max retries, timeouts, idempotency keys)
-5–10 tests (or eval cases) proving the loop is fixed
-Short handoff note: what changed + how to tune thresholds
What I need from you (requirements):
-1–2 traces showing the loop (include tool calls + outputs)
-System prompt governing tool use + retries
-Tool list/schemas + any rate limits
-Minimal repro steps (how to run the agent) or a small repo/zip
-Your priority: reliability vs cost vs latency
Timeline
2 days from receiving inputs.
Price
$499 fixed
AI Development Type
Recommendation System, Software MaintenanceAI Tools
NVIDIA AI Platform, PyTorch, TensorFlowAI Development Language
PythonWhat's included $499
These options are included with the project scope.
$499
- Delivery Time 3 days
- Number of Revisions 1
Optional add-ons
You can add these on the next page.
Second patch for a different loop pattern
(+ 2 Days)
+$150
Add CI regression gate (GitHub Actions)
(+ 1 Day)
+$200
Production hardening (logging + trace IDs + metrics)
(+ 2 Days)
+$250Frequently asked questions
About Sean
Senior AI Advisor | LLM Agent Cost/Latency Optimization | Loop Fixes
Continental, United States - 8:47 am 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.
Reproduce the Loop + Baseline
Reproduce the loop from your trace/repro and confirm the trigger. I run your repro (or simulate) to confirm the loop pattern, capture baseline behavior (tool-call sequence, retries, stopping failures), and identify the exact trigger conditions.
Implement Targeted Patch + Stop Rules
I implement a focused fix: guardrails (max calls/retries), state checks, idempotency where needed, and safe fallback behavior. Scope stays surgical (one patch) to avoid unintended logic changes.