A few years ago, they called our idea fringe. Today the Treasury Secretary @SecScottBessent testified before the Senate Finance Committee about building a Strategic Bitcoin Reserve and passing the Clarity Act. This is what winning looks like!
We partnered with @FireworksAI_HQ to train open-source models for legal. Here's what we found:
1) Hybrid legal agents can beat frontier models on quality and cost by routing selectively to a frontier advisor.
We tested a hybrid setup where GLM 5.1 served as the primary worker, routing tasks to Opus 4.7 as an advisor when needed.
GLM invoked Opus sparingly, just 0.83 times per task on average.
The hybrid setup beat Opus on both quality and cost: 18% all-pass vs 14%, at $368 vs $954 across the same 100 tasks.
2) Post-training can push open models to frontier-level legal performance.
On a 100-task slice of our Legal Agent Benchmark (LAB), SFT moved Kimi 2.6's all-pass rate from 11% to 15%, beating Opus' 14%.
But the cost gap was even more striking: $84 vs $954 across the same 100 tasks, or ~11x cheaper.
We're excited to continue working with @FireworksAI_HQ on the next generation of open-source legal agents.
SPIRITUAL SECRETS YOU LEARN OVER TIME
- The sun has healing energy.
- The moon strengthens your physic abilities.
- Trees detox negative energy.
- Karma is real.
- Blessings arrive in divine timing.
- To attract love & money you must vibrate self-love.
- Magic happens.
@ProofRails This is a stack we want builders testing on Flare:
x402 for paid access, settlement on Coston2, and @ProofRails receipts with evidence you can check afterward.
The Clarity Act is competing for floor time against reconciliation, FISA, and more.
The window is open, but it won't be for long.
Contact your Senator today and ask them to make crypto legislation a priority.
Firelight is building DeFi insurance that translates complex protocol risk into something users already understand: collateral-backed protection.
Here's why risk protection is critical to DeFi's next phase of growth ↓
The Flare Network and FAssets (FXRP) ecosystem is a technological masterpiece, but tracks alone aren't enough to get the train moving. For XRPFi to become a global powerhouse, 4 missing pillars must be established:
1️⃣ RWA (Real World Assets): This is the key to trillions in capital. FXRP cannot just be for speculation. It must become the primary collateral for tokenized real estate, corporate debt, and commodities. Real value starts when XRP finances the real economy.
2️⃣ Mobilizing the XRP Army: Billions of XRP are sitting idle on Ledgers. The community needs "one-click" interfaces and bulletproof security. We must simplify the UX so every XRP holder can earn yield without needing a degree in smart contracts.
3️⃣ Deep Stablecoin Liquidity: DeFi without massive USDC/USDT pools is dead on arrival. Without deep stables, institutions won't touch FXRP due to high slippage risk on large trades. The lifeblood of the ecosystem needs to flow freely.
4️⃣ Official Alliance with @Ripple : Flare cannot be viewed as just a "side project." We need a clear signal that Flare is the official DeFi layer for XRP. Direct integration with Ripple’s institutional tools and payments is a must for mass adoption.
A quick note on my latest video:
This video symbolically captures @FlareNetworks current state - a powerful machine waiting for ignition. The missing pieces broken down above are the exact fuel it needs. Without them, the tech remains just a beautiful concept. It’s time to shift from "building" to "dominating."
#FlareNetwork #XRP #FXRP #XRPFi #XRPArmy #RWA #DeFi