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Data preparation determines the ceiling of any supervised fine-tuning (SFT) project. You’ve evaluated your foundation model (FM), and out-of-the-box performance isn’t meeting your production requirements. Maybe the model doesn’t follow your output schema reliably, struggles with your domain’s classification taxonomy, or can’t maintain the tone
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Data preparation for supervised fine-tuning (SFT) doesn’t end when your dataset is clean and correctly formatted. The harder questions come next. How much data do you actually need? Should you collect more, or select a better subset of what you have? How do you generate high-quality examples when human
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As businesses increasingly move customer onboarding and documentation processes online, Aadhaar-based eSign is becoming an important technology for simplifying digital document execution. While the structural shift away from field agents, paper trails, and manual loops offers massive reductions in customer acquisition costs (CAC), scaling this sovereign infrastructure across a diverse
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Rising costs of new kit due to soaring memory prices likely to feed into cloud service bills The rising cost of contract prices for memory chips could see DRAM and NAND flash account for more than two-thirds of the capital expenditure of cloud service providers (CSPs) by next year. Taiwan-based
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Serving tech enthusiasts for over 25 years. TechSpot means tech analysis and advice you can trust. In a nutshell: Microsoft has formally announced a disc-to-digital feature aimed at giving players more flexibility in how they access their games. The feature, which first hit the rumor mill in early July, is
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* Chinese data centers could use more electricity than the entirety of South Korea by 2030 * Data centers are being relocated in cheaper regions when latency isn't crucial * Flexible grid consumption could also play a role for less important work All the data centers in China are expected to
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Sponsor Posts Subquadratic: the LLM built for 12M-token reasoning — SubQ can reason across entire codebases and document sets in one pass with no RAG workarounds. Read how SubQ 1.1 Small holds near-perfect retrieval out to 12M tokens. Most carriers track everything. Cape doesn't. — Unlimited talk, text &
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Sponsor Posts Subquadratic: the LLM built for 12M-token reasoning — SubQ can reason across entire codebases and document sets in one pass with no RAG workarounds. Read how SubQ 1.1 Small holds near-perfect retrieval out to 12M tokens. Most carriers track everything. Cape doesn't. — Unlimited talk, text &
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At Perficient, meaningful impact often comes from how people show up, connect, and support one another. In our Women in Technology (WiT) ERG Spotlight Series, we’re featuring women across the company who make a difference in the technology industry. Our first profile features Tauni Crefeld, Head of Customer Success,
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Uber has a lot in common with the cities it serves. Both are always changing and growing, both must carefully manage the resulting traffic to prevent congestion and sprawl. Uber has continuously evolved its technical strategies to manage its expanding network, and this careful planning and constant evolution helps ensure
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We continue to iterate on the Open Knowledge Format (OKF), an open specification that formalizes the LLM-wiki pattern into a portable, interoperable format. But a big question remains: How can you share and govern access to an OKF bundle across an organization? OKF v0.1 established a portable format for
