Octav is running LlamaCPP locally on Apple M3 Ultra with GLM-4.7-Flash Q4_K_M model, using a custom infrastructure setup:
- 2 instances with 2 parallel slots each for predictable concurrency
- Nginx load balancer distributes requests across instances
- Full Metal acceleration utilization keeps latency low
Why go local?
- Removes dependency on cloud providers
- Enables reliable 24/7 task execution
- Provides complete control over context and throughput
This approach prioritizes infrastructure independence and operational control over traditional cloud-based AI deployments.
Each instance handles 2 parallel slots, giving us safe, predictable concurrency without hitting memory limits. Nginx load balances requests across instances, keeping latency low and fully utilizing Metal acceleration.
New Widget Aggregates Unclaimed Rewards Across All Chains and Protocols

A new rewards widget has been launched to help users track pending rewards across multiple wallets, blockchains, and protocols in a single view. **Key Features:** - Aggregates unclaimed rewards from protocols like [Aave](https://aave.com), [Velodrome Finance](https://velodrome.finance), and Autopools - Displays rewards across all connected wallets and supported chains - Eliminates the need to manually check each protocol for pending claims The tool addresses a common problem in DeFi: users often forget to claim rewards scattered across different platforms and chains, effectively leaving money unclaimed. By consolidating this information in one dashboard, the widget aims to help users identify and collect rewards they may have overlooked. This follows similar functionality previously introduced by DappRadar's Portfolio feature, which partnered with KwikClaim to show unclaimed airdrops, rewards, votes, and token revocations across supported chains.
Multi-Protocol Debt Tracking Widget Consolidates DeFi Position Monitoring

A new widget enables users to monitor debt positions and health ratios across multiple DeFi protocols from a single interface. **Key Features:** - Consolidated view of all borrowing positions - Real-time health ratio tracking - Eliminates need to switch between multiple protocol interfaces **Why It Matters:** Managing loans across protocols like Aave, Morpho, and others previously required checking each platform separately. This tool streamlines risk management by centralizing critical debt metrics. The widget helps users avoid liquidations by providing at-a-glance visibility of their overall borrowing health.
Octav.fi Launches Portfolio Treemap Widget for Visual Asset Allocation

Octav.fi has released a new Portfolio Treemap widget that displays users' entire crypto allocation in a single visual interface. **Key Features:** - Visual blocks sized proportionally to position size - Instant identification of concentration risk - No scrolling required to view complete portfolio - Single-view allocation overview The tool aims to simplify portfolio management by replacing traditional list views with an intuitive visual representation. Users can access the feature at [pro.octav.fi](http://pro.octav.fi). This release builds on Octav.fi's existing dashboard capabilities, which already provide asset balance breakdowns and portfolio visualization tools.
New Transaction Analysis Widget Completes Automated On-Chain Accounting Platform

A crypto analytics platform has launched its Transaction Analysis widget, completing its automated accounting system. **Key Features:** - Automatic transaction categorization with customizable rules - Analytics tracking: income, fees, net flow, and volumes - Customizable breakdown options - Automated on-chain accounting The platform claims to offer capabilities not available on competing services. Early adoption among crypto accountants has been positive. The widget represents the final component in the platform's comprehensive accounting automation suite.
Octav Launches In-App Update Feed After Shipping 20+ Features

Octav has introduced a **"What's New" feed** directly within their application to address a communication gap with users. **The Problem:** - The team shipped over 20 features in just 2 months - Most users were unaware of these updates - The company acknowledged this as a communication failure **The Solution:** A centralized in-app feed now consolidates all product updates in one accessible location at [pro.octav.fi](http://pro.octav.fi). This move reflects Octav's ongoing commitment to continuous improvement across products, features, performance, and UI/UX.