How We Reached 74.8% on terminal-bench with Terminus-KIRA

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1. Preliminaries: What is terminal-bench? What is Terminus? terminal-bench is a benchmark for evaluating how well AI agents can solve real tasks by operating in a terminal environment. Even though it says “terminal,” it includes lots of interesting math/ML problems, so it’s basically: “can AI agents do what ML/AI/SW engineers do :P?” It matters because terminal-based work is where a lot of real engineering happens. Debugging, coding, running experiments, and shipping fixes end-to-end. Terminus is an agent harness that lets an LLM interact with a real terminal (via tmux), observe outputs, and iterate until it decides to submit a final answer. Compared … Read more

Free Coding CLI

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Mau free coding pakai berbagai LLM terbaru? Ada, bisa pakai yg gratis. Install beberapa yang gratisan, lalu pakai saja bergantian, kalau habis jatah di yang satu tinggal pakai yang lain. Ini beberapa yang bisa dipakai List CLI Coding Assistant Premium mahal-mahal:

Stock IDX Best Earning Dates

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Bagaimana cara menentukan tanggal terbaik untuk earning dates di Indonesia? Sekitar tengah April. Kalau hanya mau rebalancing sekali saja, yg terbaik adalah 15 April. Semua sudah submit laporan tahunan dan ada 15 hari untuk para analyst menghitung dan mengupload data terbaru ke website masing-masing. Begini penjelasan Gemini To effectively track company earnings in Indonesia, you should align your schedule with the IDX (Bursa Efek Indonesia) submission deadlines. Most companies file their reports on the very last day allowed by regulation. Therefore, the “best” dates to check are generally 1–5 days after the official deadline. This ensures the data has been … Read more

Stock Picking With 2nd Factor

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Ada banyak cara untuk membuat sebuah portfolio menjadi sangat tinggi hasilnya, dengan berbagai strategi. Utamanya, kalau digabungkan dengan Price Index 6m sebagai 2nd filter. Price Index 6m Price Index 6m = Current share price / Share price 6 months ago. It’s a ratio that shows the return of a share price over a past period. Dividends are included (added) to the price index calculation. What the values mean A value greater than one shows that there’s been a price increase, whereas a value of less than one shows that there has been a price decrease. Magic Formula With 2nd Factors This article shows you … Read more

Stock Picking by Gurus

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Ini adalah perbandingan CAGR antara berbagai top investor yang ada di dunia. Serta berbagai prinsip mereka. Prinsip Kerja Joel Greenblatt Magic Formula Here is the definitive protocol. You can print this out, translate it, or pass it to your team. It is structured to remove emotion and minimize transaction costs in the Indonesian market. The Greenblatt “Rolling” Magic Formula Protocol (Modified, not Original) Strategy Type: Systematic Value Accumulation (Dollar Cost Averaging)Time Horizon: 1 Year per StockGoal: Buy good businesses (High ROIC) at cheap prices (High Earnings Yield) without timing the market. Phase 1: The Setup (Do This Once) Phase 2: … Read more

Stock Picking by AI & Algo

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Stock Picking by AI InvestingCom ProPicks AI (Monthly Trading) SaraInvest AI (Daily Trading) Alternatif Lainnya Saat ini ditulis belum ada yang sebagus dua di atas. Tapi kemungkinan akan bagus: Stock Picking by Algo (Human) What we test At a high level, we test whether stocks that look undervalued by our models tend to deliver better forward returns than stocks that look overvalued. To avoid “cherry-picking,” we compute these metrics on a large sample and use robust statistics. VIC: Valuation-Return Correlation What it is: A rank correlation between our valuation signal and 12-month forward returns. How to read it: undervalued ranks tend to outperform overvalued ranks. A positive … Read more

Tune Up Kilo Code

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Ada salah satu coding extension yang sangat bagus, namanya Kilo Code. Dia punya dua fitur, namanya Memory Bank dan Thinking Modes. Kita pingin biar dua mode itu jadi lebih mantap lagi. Sekaligus kita ingin nambah mode baru namanya Efficient Requests. Minat ikutan? Yuk ikutan. Begini caranya. Persiapan Dokumen Pendukung Siapkan dulu dokumen yang kita perlukan, misalnya seperti begini: https://drive.google.com/drive/folders/1_USkD4DbhIgiidk2RL4uDJ2-mOP-ncAO?usp=sharing. Setelah itu kita upload filenya ke sebuah folder di Claude Project. Bilang ke Claude begini: Setelahnya, download file yg dihasilkan dan copas ke Kilo Code. Done. Kalau Tidak Bisa di Claude? Pakai AI yang lain, misalnya Gemini :) Setelah Itu? Setelah … Read more

Kilo Code in Gemini Code Assist

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Use the latest best version LLM with highest SWE Bench score in Kilo Code. Create sample files as described at https://kilocode.ai/docs/advanced-usage/memory-bank, switch to orchestrator mode with the best LLM selected, and run these prompts: 2025-10-13 Results for download: gemini-kilo-sonnet-4.5_v10.zip Download the .zip file above to your project’s root folder, extract, overwrite older files. Done. Or, you can also put it inside your ~/.gemini/ folder. Check the detailed instructions here. ✅ Generator: Claude Sonnet 4.5, SWE-Bench 77.2% ✅ Generate your own GEMINI.md by running prompts below in Kilo Code Arhitect Mode. Resulting .md from web based AI LLM will not be … Read more

Plugin Penting VSCode

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Ada beberapa plugin penting biar coding makin ngebut di VSCode. Memang VSCode enak dipakai walau tanpa plugin tambahan, tapi dengan plugin tambahan semuanya jadi jauh lebih nyaman lagi. Ini bikin coding jadi cepet banget nget nget. Dan yang lebih penting bikin kita lebih produktif lagi. Karena kalau kita lebih produktif lagi, maka income kita (harusnya) akan bisa lebih besar lagi dibandingkan sebelumnya.

Switch Mechanical Keyboard Yg Empuk

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Kenyamanan mengetik di mechanical keyboard salah satu faktornya adalah switch yang empuk dan nyaman dipakai. Supaya empuk dan nyaman dipakai ada dua hal yang perlu diperhatikan, actuation force dan jenisnya linear. Berikut beberapa switch dengan actuation force yang sangat rendah dan juga jenisnya linear: Switch 30 Gram Untuk keyboard biasa pakai Keyfirst Bling Yellow, di Kono Store (POM Stem!) Untuk keyboard yang support rapid typing/hall effect, bisa pakai Gateron Magnetic Jade (POM Stem!) Switch 35 Gram Ada beberapa di Tokopedia, seperti: Kailh Box Silent Pink, Akko Dracula, Ajazz x Huano Blackberry, Gateron KS-9 White (alias: Gateron Clear), Outemu Lemon (pre-lubed … Read more

Keyboard Ajazz AK820

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Ini ada keyboard menarik ukuran 75%. Pakai gasket mount, 5 layer dampening, bisa wired + 2.4 GHz + Bluetooth, dan harganya murah. Pertama kali beli di Tokopedia bulan Januari 2025. Kalau perlu switch pengganti, misalnya switch ada yang rusak, bisa beli di https://www.tokopedia.com/rumah-keyboard/switch-mechanical-keyboard-ajazz-x-huano-blueberry-35g-linear

Keyboard Ajazz AK870

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Ini ada keyboard menarik ukuran 80%. Pakai gasket mount, 5 layer dampening, bisa wired + 2.4 GHz + Bluetooth, dan harganya murah. Kalau kita ingin coba pakai keyboard yang ukurannya TKL, ini bisa dicoba. Kalau enggak, bisa coba Ajazz AK820, itu keyboard yang sangat mantap.

Delay Loading of Google Analytics

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So I was recently doing some performance optimizations on a website, ensuring it loads as fast as possible, and that Search Engines like Google prioritize it over the competition. I came across the “Add Expires headers” recommendation and was sad to realise we only scored “F” (i.e. 1/100 points): It’s funny that Google punishes it’s own scripts, nevertheless, being the perfectionist I am, I had to come up with a solution. To my surprise it was difficult for me when researching what others have done here. Most questions are about delaying the triggering of a specific Google Tag Manager tag, … Read more

AI Based Code Editor

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AI Integrated in IDE Paling enak dan kaya fitur: https://cursor.sh/ Dapat pendanaan USD 8 M dari Open AI di Oktober 2023 Code Story: https://codestory.ai/ Support local LLM: https://docs.codestory.ai/local-models Dapat pendanaan sekian dari YCombinator (Agustus 2023), USD 500K AI as VS Code Extension Codeium: https://codeium.com/ Rating 4.9/5 di VSCode Marketplace, https://marketplace.visualstudio.com/items?itemName=Codeium.codeium Dapat pendanaan USD 65 M di Januari 2024 Support local LLM seperti: Codellama, Starcoder, DeepSeek Coder, WizardCoder Cara pakai local LLM: https://sourcegraph.com/blog/local-code-completion-with-ollama-and-cody Per Juni 2023 sudah dapat funding USD 248 M Sourcegraph Cody: https://sourcegraph.com/ LAIN-LAINNYA Local LLM VS Code Extension Cara pakai lihat di https://medium.com/@smfraser/how-to-use-a-local-llm-as-a-free-coding-copilot-in-vs-code-6dffc053369d Per Maret 2024 bisa gunakan … Read more

Adding Claude 3 Opus (or any other model) to Cursor

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Using OpenRouter.ai OpenRouter.ai is a SaaS that provides an API mimicking the OpenAI API, but allows users to choose from a large list of models, including open-source models, proprietary models like OpenAI’s GPT models, and Anthropic’s Claude 3 models. By using OpenRouter, we can use Claude 3 Opus (or any other supported model) in Cursor. Here’s a step-by-step guide: Other Models With this setup, you’re not limited to using Claude 3 Opus. You can use any of the models supported by OpenRouter. Check out the list of supported models for more options. References: https://www.vincentschmalbach.com/adding-models-to-cursor/