This note summarizes a long discussion about Claude Opus 4.7, 1M-token context, open-source and commercial SOTA RAG, LLM Wiki-style knowledge compilation, Cognee, Letta, and a production architecture for a mid-sized legal/government/community agentic organization.
The core conclusion is simple:
Do not build "a chatbot with a CRM."
| { | |
| "nodes": [ | |
| { | |
| "type": "organization", | |
| "label": "יד הנדיב", | |
| "description": "קרן נדבנית של משפחת רוטשילד הפועלת לקידום חינוך וחברה בישראל", | |
| "flags": ["key_player", "academic"], | |
| "canonical_key": "org_yad_hanadiv" | |
| }, | |
| { |
| #!/bin/bash -e | |
| # This scripts installs jq: http://stedolan.github.io/jq/ | |
| JQ=/usr/bin/jq | |
| curl -o "$JQ" -L https://github.com/jqlang/jq/releases/download/jq-1.7.1/jq-linux-amd64 && chmod +x $JQ | |
| echo "$($JQ --version) installed." |
| tap "argoproj/tap" | |
| tap "azure/draft" | |
| tap "boz/repo" | |
| tap "browsh-org/browsh" | |
| tap "contribsys/faktory" | |
| tap "datawire/blackbird" | |
| tap "davrodpin/mole" | |
| tap "derailed/k9s" | |
| tap "dtan4/dtan4" | |
| tap "eko/tap" |
| - name: changesets | |
| id: changed-files | |
| uses: tj-actions/changed-files@v34 | |
| with: | |
| separator: "," | |
| dir_names: true | |
| dir_names_max_depth: 2 | |
| files: | | |
| apps/** |
| m@m-inspiron5567:~/code/pr/flutter_firebase_phone_auth_riverpod$ flutter pub get | |
| Running "flutter pub get" in flutter_firebase_phone_auth_riverpod... 2,206ms | |
| m@m-inspiron5567:~/code/pr/flutter_firebase_phone_auth_riverpod$ flutter pub run build_runner build --delete-conflicting-outputs | |
| [INFO] Generating build script... | |
| [INFO] Generating build script completed, took 384ms | |
| [INFO] Precompiling build script...... | |
| [INFO] Precompiling build script... completed, took 7.5s | |
| [INFO] Initializing inputs |
| <graphml xmlns='http://graphml.graphdrawing.org/xmlns'> | |
| <key id='type' for='node' attr.name='type' attr.type='string'></key> | |
| <key id='code' for='node' attr.name='code' attr.type='string'></key> | |
| <key id='icao' for='node' attr.name='icao' attr.type='string'></key> | |
| <key id='desc' for='node' attr.name='desc' attr.type='string'></key> | |
| <key id='region' for='node' attr.name='region' attr.type='string'></key> | |
| <key id='runways' for='node' attr.name='runways' attr.type='int'></key> | |
| <key id='longest' for='node' attr.name='longest' attr.type='int'></key> | |
| <key id='elev' for='node' attr.name='elev' attr.type='int'></key> | |
| <key id='country' for='node' attr.name='country' attr.type='string'></key> |
| C:\Users\user\code>pip install rpaframework | |
| Collecting rpaframework | |
| Downloading rpaframework-9.4.0-py3-none-any.whl (214 kB) | |
| |████████████████████████████████| 214 kB 595 kB/s | |
| Collecting robotframework-sapguilibrary<2.0,>=1.1; sys_platform == "win32" | |
| Downloading robotframework-sapguilibrary-1.1.tar.gz (9.5 kB) | |
| Collecting robotframework-seleniumlibrary<6.0.0,>=5.1.0 | |
| Downloading robotframework_seleniumlibrary-5.1.3-py2.py3-none-any.whl (94 kB) | |
| |████████████████████████████████| 94 kB 3.3 MB/s | |
| Collecting pywinauto<0.7.0,>=0.6.8; python_version < "3.7.6" and sys_platform == "win32" or python_version > "3.7.6" and python_version < "3.8.1" and sys_platform == "win32" or python_version > "3.8.1" and sys_platform == "win32" |
| data = [ | |
| ("a", "Alice", 34), | |
| ("b", "Bob", 36), | |
| ("c", "Charlie", 30), | |
| ] | |
| df = spark.createDataFrame(data, schema=["id", "name", "age"]) |