Observability

Langfuse for tokenmaxxing

Turns token burn into something you can inspect: traces, costs, regressions, and evals instead of vibes and surprise invoices.

34.9K starslangfuse/langfuse
3.8K forksGitHub metadata checked 2026-09-21
Source-availableDirect tokenmaxxing fit

What it does

Open-source LLM engineering platform for observability, traces, metrics, evals, prompt management, datasets, and playground workflows.

Why it belongs here

Turns token burn into something you can inspect: traces, costs, regressions, and evals instead of vibes and surprise invoices.

Best use case

Product and engineering teams that need prompt traces, cost attribution, eval datasets, and quality review around LLM features.

How to use it

Instrument model calls with workflow and user metadata, review expensive traces weekly, and connect eval results to prompt or routing changes.

Limits

Observability shows where spend goes, but teams still need decisions about budgets, model choice, and acceptance criteria.

Tags

tracesevalscosts
Related feed

Source notes connected to this use case

Generated Tokenmaxxing editorial thumbnail for Enterprise AI budgets break at the handoff to production
long-formEC
long-form

Enterprise AI budgets break at the handoff to production

Express Computer interviews New Relic India's Ganesh Narasimhadevara on why AI bills keep climbing while the blended cost per million tokens has fallen over a year, from $18.40 in Q1 2025 down to $6.07 in Q1 2026.

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Read note
Cisco Newsroom source artwork
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news

Cisco's Splunk adds Tokenomics to track coding-agent token spend

At Splunk .conf on Sept. 15, Cisco added a Tokenomics module to Splunk Agent Observability. It attributes token spend across AI agents and across employees' use of coding agents, naming Claude Code, Codex and Cursor.

ai-spendcoding-agentsllm-observability
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IT Pro source artwork
long-formIP
long-form

From tokenmaxxing to valuemaxxing

IT Pro canvasses Gartner, IDC, 451 Research and HPE on what replaces token leaderboards. The Tokenomics Foundation's Mike Fuller says the outcome-first 'valuemaxxing' fix only measures half the equation.

tokenmaxxingmetricscost-governance
Read note
Generated Tokenmaxxing editorial thumbnail for Meta drops token counts from performance reviews
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newsmedium review

Meta drops token counts from performance reviews

Meta's Maher Saba and Santosh Janardhan told staff in an internal memo that adoption dashboards and token counts are out of performance reviews; managers should weigh the difficulty and quality of shipped work instead.

tokenmaxxingworkplace-aimetrics
Read note
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